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Outlier Detection in Graph Streams Charu C. Aggarwal, Yuchen Zhao, Philip S. Yu AggarwalはIBM Research ICDE 2011 概要 タイトルのまんま 問題としては初出なので、ちゃんとした比較対象はない outlierって何？ 互いに異なるコミュニティに属する人々がつながった！ 異分野の人たちが共著するとか 興味深い！ グラフでかいし難しい！ ちょっとだけ持つよ！ モデリング ※辺がどんどんくるストリームモデルを想定 C = C_1,…C_kはVの分割 理想はコミュニティに分割 p_ij(C) C_iとC_jの間に辺が張られる確率 辺ijの尤度 p_I(i,C),I(j,C) Iはiの属する分割のインデックス 1個じゃやばい！ロバストじゃない！一杯分割を用意する 合成尤度 MF(i,j,C_1,…C_r) = median{p_I(i,C_1),I(j,C_1), p_I(i,C_r),I(j,C_r)} r個の分割についてのmedian グラフの尤度 GF(G,C_1,…,C_r) = [Π_{(i,j)}MF(i,j,C_1,…,C_r)]^{1/|G|} pはどうやって見積もるの？ non-sample estimated p_ij^n iとjの属する分割のサイズの積で重み付け sample-estimated p_ij^s 分割iとjの間にある辺の割合 estimated p_ij(C_m) = λp_ij^n(C_m) + (1-λ)p_ij^s(C_m) 別にこのへんの計算は動的に更新できる サンプリング 密なクラスタに分割したいね 単調な集合関数がキーらしい 連結成分の数 単調非増加 最大の連結成分のサイズ 単調非減少 f 最大の連結成分のサイズとする ランダムにしたいので、辺にハッシュ関数をかませる 適当な閾値使ってfがそれ以上になったら、ちまちま分割の数を増やす感じ？ 割りと適当に見えるが多分気のせい 実験 GOutlier Graph Stream Outlier Detection Method 比較手法がないので、GMicroとか言うのを使う データセットはDBLPとInternet Movie Database Data Setと合成 評価基準 False Positive Rate False Negative Rate 実際のグラフは面白い結果が出るよ 合成は答えが分かっているので比較 悪くはない 時間とかもまあ普通 まとめ 飛ばして読んだので良く分からん これは評価すんの難しいなあと思った Charu C. Aggarwalはよく見る気がする ICDE outlier streaming algorithm 2014-01-07 00 07 59 (Tue)
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Interconnect Component イニシエータとターゲットの間のモデル。 ここでは、ブロッキングI/Fを利用したLTモデルを説明。 b_transoprtメソッドのみの実装を記述。そのほかのメソッドは今回は非サポート。 Interconnect Componentサンプル 構成 TOP Router サンプル b_lt_model_plus_router.tgz 構成 インスタンス関係 sc_main |== top(TOP) |== initiator(Initiator) |== router(Router) |== target[4](Target) 接続関係 initiator == router +== target[0] |== target[1] |== target[2] |== target[3] TOP トップでインスタンスするモジュールは、 イニシエータ1つ(i_socket) ルータ1つ(t_socket, i_socket[4]) ターゲット4つ(t_socket) TOP.h #ifndef __TOP_H_ #define __TOP_H_ #include systemc.h class Initiator; class Target; class Router; SC_MODULE( TOP ) { public TOP( sc_module_name name ); ~TOP(); //private enum { TARGET_MAX = 256 }; Initiator *initiator; Target *target[TARGET_MAX]; Router *router; private const unsigned int targetNum; }; #endif /* __TOP_H_ */ TOP.cpp #include "TOP.h" #include "tlm.h" #include "Initiator.h" #include "Target.h" #include "Router.h" // constructor TOP TOP( sc_module_name name ) sc_module( name ) , targetNum( 4 ) // == setting { sc_assert( 0 targetNum targetNum TARGET_MAX ); // instances initiator = new Initiator( "initiator" ); router = new Router( "router", targetNum ); for (unsigned int i=0; i targetNum; i++) { char t_name[20]; sprintf( t_name, "target_%d", i ); target[i] = new Target( t_name ); } // binding initiator- i_socket.bind( router- t_socket ); for (unsigned int i=0; i targetNum; i++) router- i_socket[i]- bind( target[i]- t_socket ); } // destructor TOP ~TOP() { delete initiator; delete router; for (unsigned int i=0; i targetNum; i++) { delete target[i]; } } Router ルータはイニシエータからのリクエストを接続されているターゲットに渡す中間モジュール。 複数ターゲットが接続されているので、上位ビットをみてそれぞれのターゲットにリクエストを振り分ける。 Router.h #ifndef __ROUTER_H_ #define __ROUTER_H_ #include systemc.h #include "tlm.h" SC_MODULE( Router ) , public tlm tlm_fw_transport_if , public tlm tlm_bw_transport_if { enum { TARGET_MAX = 256 }; tlm tlm_initiator_socket 32 *i_socket[TARGET_MAX]; tlm tlm_target_socket 32 t_socket; SC_HAS_PROCESS( Router ); Router( sc_module_name name, const unsigned int target_um=4 ); ~Router(); protected // I/F functions // FW virtual void b_transport( tlm tlm_generic_payload trans, sc_time time ) ; virtual tlm tlm_sync_enum nb_transport_fw( tlm tlm_generic_payload trans, tlm tlm_phase phase, sc_time time ); virtual unsigned int transport_dbg( tlm tlm_generic_payload trans ); virtual bool get_direct_mem_ptr( tlm tlm_generic_payload trans, tlm tlm_dmi dmi); // BW virtual tlm tlm_sync_enum nb_transport_bw( tlm tlm_generic_payload trans, tlm tlm_phase phase, sc_time time ); virtual void invalidate_direct_mem_ptr( sc_dt uint64 a, sc_dt uint64 b); // functions unsigned int decode_address( unsigned int address, unsigned int masked_address ); sc_dt uint64 compose_address( unsigned int target_nr, sc_dt uint64 address); private const unsigned int targetNum; }; #endif /* __ROUTER_H_ */ Router.cpp #include "Router.h" // constructor Router Router( sc_module_name name, const unsigned int target_num ) sc_module( name ) //, i_socket( "i_socket" ) , t_socket( "t_socket" ) , targetNum( target_num ) { sc_assert( (0 targetNum) (targetNum TARGET_MAX) ); for (unsigned int i=0; i targetNum; i++) { char socket_name[20]; sprintf( socket_name, "i_socket_%d", i ); i_socket[i] = new tlm tlm_initiator_socket 32 ( socket_name ); i_socket[i]- bind( *this ); // I/Fとバインド } t_socket.bind( *this ); // I/Fとバインド } Router ~Router() { for (unsigned int i=0; i targetNum; i++) { delete i_socket[i]; } } unsigned int Router decode_address( unsigned int address, unsigned int masked_address ) { unsigned int target_nr = (address 16) 0xff; // target_nr is 0~255 masked_address = address 0xffff; return target_nr; } sc_dt uint64 Router compose_address( unsigned int target_nr, sc_dt uint64 address) { return (target_nr 16) | (address 0xffff); } // FW void Router b_transport( tlm tlm_generic_payload trans, sc_time time ) { trans.set_response_status( tlm TLM_ADDRESS_ERROR_RESPONSE ); unsigned int address = static_cast unsigned int (trans.get_address()); unsigned int masked_address; // mask 0x0000ffff unsigned int target_nr; target_nr = decode_address( address, masked_address ); if (target_nr targetNum) { trans.set_address( masked_address ); (*i_socket[target_nr])- b_transport( trans, time ); } else { cout name() " ERROR, can not access Target No." target_nr endl; trans.set_response_status( tlm TLM_ADDRESS_ERROR_RESPONSE ); } } // FW tlm tlm_sync_enum Router nb_transport_fw( tlm tlm_generic_payload trans, tlm tlm_phase phase, sc_time time ) { cout "nb_transport_fw is not supoorted." endl; trans.set_response_status( tlm TLM_GENERIC_ERROR_RESPONSE ); return tlm TLM_COMPLETED; } // FW unsigned int Router transport_dbg( tlm tlm_generic_payload trans ) { //sc_dt uint64 masked_address; //unsigned int target_nr = decode_address( trans.get_address(), masked_address ); //return (*i_socket[target_nr])- transport_dbg( trans ); return 0; // Debug not supported } bool Router get_direct_mem_ptr( tlm tlm_generic_payload trans, tlm tlm_dmi dmi) { //uint64 masked_address; //unsigned int target_nr = decode_address( trans.get_address(), masked_address ); //bool status = (*i_socket[target_nr])- get_direct_mem_ptr( masked_address, dmi ); //dmi.set_start_address( compose_address( target_nr, dmi.get_start_address() ) ); //dmi.set_end_address( compose_address( target_nr, dmi.get_end_address() ) ); //return status; return false; // DMI not supported } // BW tlm tlm_sync_enum Router nb_transport_bw( tlm tlm_generic_payload trans, tlm tlm_phase phase, sc_time time ) { // not support trans.set_response_status( tlm TLM_GENERIC_ERROR_RESPONSE ); return tlm TLM_COMPLETED; } // BW void Router invalidate_direct_mem_ptr( sc_dt uint64 a, sc_dt uint64 b) { // DMI unused // t_socket- invalidate_direct_mem_ptr( 0, (sc_dt uint64)-1 ); }
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Agent-Oriented Methodologies Idea Group Pub? Brian Henderson-Sellers? Paolo Giorgini? IdeaGroupPub? BrianHenderson-Sellers? PaoloGiorgini? ジャンル別? ユーズドブック(洋書)-Computers&Internet? Subjects-Business&Investing-General? Subjects-Computers&Internet-WebDevelopment-Scripting&Programming-Agents? Subjects-Computers&Internet-Software-Design&Development-Object-OrientedDesign? Subjects-Computers&Internet-ComputerScience-SoftwareEngineering-Methodology? Subjects-Computers&Internet-ComputerScience-ArtificialIntelligence-General? Subjects-Computers&Internet-Programming-General? Subjects-Engineering-General? Subjects-Professional&Technical-Engineering-General Advances In UML And XML-Based Software Evolution Idea Group Pub? Hongji Yang? IdeaGroupPub? HongjiYang? ジャンル別? ユーズドブック(洋書)-Computers&Internet? Subjects-Business&Investing-General? Subjects-Computers&Internet-WebDevelopment-HTML,Graphics,&Design-HTML-General? Subjects-Computers&Internet-WebDevelopment-HTML,Graphics,&Design-XML? 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Subjects-Professional&Technical-Engineering-Petroleum,Mining&Geological-Petroleum? Subjects-Professional&Technical-Engineering-General Subjects-Science-EarthSciences-Prospecting&Mining? Subjects-Science-General Firefighting Operations in High-Rise and Standpipe-Equipped Buildings Pennwell Books? David M. Mcgrail? PennwellBooks? DavidM.Mcgrail? ジャンル別? Subjects-Engineering-General? Subjects-Professional&Technical-Engineering-General Subjects-Professional&Technical-CivilService-Firefighting&Prevention? Subjects-Science-General Practical Enhanced Reservoir Engineering Assisted With Simulated Software Pennwell Corp? Abdus Satter? Ghulam Iqbal? James L. Buchwalter? PennwellCorp? AbdusSatter? GhulamIqbal? JamesL.Buchwalter? ジャンル別? Subjects-Engineering-Chemical-Petrochemical? Subjects-Engineering-Civil-Mining? Subjects-Engineering-Civil-Environmental-Mining? Subjects-Engineering-General? Subjects-Engineering-Industrial,Manufacturing&OperationalSystems-General? 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Subjects-Professional&Technical-Engineering-Petroleum,Mining&Geological-Petroleum? Subjects-Professional&Technical-Engineering-General Subjects-Reference-Encyclopedias-Business? Subjects-Reference-Encyclopedias-General? Subjects-Reference-General? Drilling Engineering Pennwell Corp? J. J. Azar? G. Robello Samuel? PennwellCorp? J.J.Azar? G.RobelloSamuel? ジャンル別? Subjects-Engineering-Chemical-Petrochemical? Subjects-Engineering-Civil-Mining? Subjects-Engineering-Civil-Environmental-Mining? Subjects-Engineering-General? Subjects-Engineering-Industrial,Manufacturing&OperationalSystems-General? Subjects-Engineering-Petroleum,Mining&Geological-Petroleum? Subjects-Engineering-Petroleum,Mining&Geological-DrillingProcedures? Subjects-Professional&Technical-Engineering-Chemical-Petrochemical? Subjects-Professional&Technical-Engineering-Civil-Mining? Subjects-Professional&Technical-Engineering-Civil-Environmental-Mining? 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Subjects-Professional&Technical-Engineering-Petroleum,Mining&Geological-Petroleum? Subjects-Professional&Technical-Engineering-General Subjects-Science-General Bioremediation (Recent Advances in Marine Biotechnology, V. 8) Science Pub Inc? Milton Fingerman? Rachakonda Nagabhushanam? SciencePubInc? MiltonFingerman? RachakondaNagabhushanam? ジャンル別? Subjects-Engineering-Bioengineering-Biotechnology? Subjects-Engineering-Civil-Environmental-General Subjects-Engineering-Civil-Environmental-SolidWasteManagement? Subjects-Engineering-Civil-Environmental-Pollution-Marine? Subjects-Engineering-Civil-Environmental-Pollution-Air? Subjects-Engineering-General? Subjects-Outdoors&Nature-Environment-Conservation? Subjects-Professional&Technical-Engineering-Civil-Environmental-General Subjects-Professional&Technical-Engineering-Civil-Environmental-SolidWasteManagement? Subjects-Professional&Technical-Engineering-Civil-Environmental-Pollution-Marine? Subjects-Professional&Technical-Engineering-Civil-Environmental-Pollution-Air? Subjects-Professional&Technical-Engineering-Bioengineering-Biotechnology? Subjects-Professional&Technical-Engineering-General Subjects-Science-General Subjects-Science-Nature&Ecology-Oceans&Seas-MarineBiology-General? Subjects-Science-Nature&Ecology-Environment-Conservation? Subjects-Science-BiologicalSciences-Biotechnology? The Smt Step by Step Collection 2006 Including the Lead-free Series Pennwell Corp? Pennwell? PennwellCorp? Pennwell? ジャンル別? ユーズドブック(洋書)-Computers&Internet? Subjects-Computers&Internet-ComputerScience-Circuitry-CircuitManufacturing? Subjects-Engineering-Electrical&Electronics-Circuits? Subjects-Engineering-Electrical&Electronics-Semiconductors? Subjects-Engineering-General? Subjects-Professional&Technical-Engineering-Electrical&Electronics-Circuits? Subjects-Professional&Technical-Engineering-Electrical&Electronics-Semiconductors? Subjects-Professional&Technical-Engineering-General Subjects-Science-General Terra Incognita A Navigation Aid for Energy Leaders Pennwell Corp? Christopher E. H. Ross? Lane E. Sloan? PennwellCorp? ChristopherE.H.Ross? LaneE.Sloan? ジャンル別? Subjects-Business&Investing-Management&Leadership-Systems&Planning? Subjects-Engineering-General? Subjects-Professional&Technical-Engineering-General Subjects-Professional&Technical-ProfessionalScience-Physics-Energy? Subjects-Professional&Technical-BusinessManagement-Management&Leadership-Systems&Planning? Subjects-Science-General Subjects-Science-Physics-Energy? American Genius Nineteenth-century Bank Locks and Time Locks Quantuck Lane Pr & the Mill Rd? David Erroll? Anne Day? QuantuckLanePr&theMillRd? DavidErroll? AnneDay? ジャンル別? ユーズドブック(洋書)-Home&Garden? Subjects-Engineering-Aerospace-AdvancedMechanics? Subjects-Engineering-Civil-Mechanics? Subjects-Engineering-General? Subjects-Engineering-Industrial,Manufacturing&OperationalSystems-Manufacturing? Subjects-Engineering-Mechanical-General? Subjects-History? Subjects-Professional&Technical-Engineering-Civil-Mechanics? Subjects-Professional&Technical-Engineering-Industrial,Manufacturing&OperationalSystems-Manufacturing? Subjects-Professional&Technical-Engineering-Aerospace-AdvancedMechanics? Subjects-Professional&Technical-Engineering-Mechanical-General? Subjects-Professional&Technical-Engineering-General Subjects-Science-General Subjects-Science-History&Philosophy-HistoryofTechnology? Subjects-Home&Garden-General? Plunkett's Engineering Research Industry Almanac 2005 The Only Comprehensive Guide to the Engineering Research Industry (Plunkett's Engineering Research Industry Almanac) Plunkett Research Ltd? Jack W. Plunkett? PlunkettResearchLtd? JackW.Plunkett? ジャンル別? Subjects-Business&Investing-Industries&Professions-General? Subjects-Business&Investing-Reference-General? Subjects-Engineering-General? Subjects-Engineering-Reference? Subjects-Engineering-Research? Subjects-Professional&Technical-Engineering-Reference? Subjects-Professional&Technical-Engineering-General Subjects-Professional&Technical-Engineering-Research? Subjects-Professional&Technical-ProfessionalScience-Physics-Relativity? Subjects-Reference-Catalogs&Directories-Directories? Subjects-Science-General Subjects-Science-Physics-Relativity? Subjects-Science-Reference-Engineering? Plunkett's Engineering Research Industry Almanac 2006 (Plunkett's Engineering Research Industry Almanac) Plunkett Research Ltd? Jack W. Plunkett? PlunkettResearchLtd? JackW.Plunkett? ジャンル別? Subjects-Business&Investing-General? Subjects-Business&Investing-Industries&Professions-General? Subjects-Business&Investing-Reference-General? Subjects-Engineering-General? Subjects-Engineering-Reference? Subjects-Engineering-Research? Subjects-Professional&Technical-Engineering-Reference? Subjects-Professional&Technical-Engineering-General Subjects-Professional&Technical-Engineering-Research? 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Subjects-Engineering-General? Subjects-Nonfiction-SocialSciences-Sociology-General? Subjects-Nonfiction-SocialSciences-Sociology-Urban? Subjects-Nonfiction-UrbanPlanning&Development-General? Subjects-Professional&Technical-Engineering-Civil-Construction-General? Subjects-Professional&Technical-Engineering-Civil-General? Subjects-Professional&Technical-Engineering-General Subjects-Science-History&Philosophy-HistoryofScience? Subjects-Science-History&Philosophy-HistoryofTechnology? Trends In Nanotechnology Research Nova Science Pub Inc? Eugene V. Dirote? NovaSciencePubInc? EugeneV.Dirote? ジャンル別? Subjects-Engineering-General? Subjects-Professional&Technical-Engineering-General Subjects-Science-General Subjects-Science-Technology-Nanotechnology? Inverse Problems In Physical Diagnostics Nova Science Pub Inc? Konstantin P. Gaikovich? NovaSciencePubInc? KonstantinP.Gaikovich? ジャンル別? Subjects-Engineering-SpecialTopics-Measurement? Subjects-Engineering-General? Subjects-Professional&Technical-Engineering-SpecialTopics-Measurement? Subjects-Professional&Technical-Engineering-General Subjects-Science-General Subjects-Science-Mathematics-Reference? Subjects-Science-Physics? Nanotechnology Focus Nova Science Pub Inc? Eugene V. Dirote? NovaSciencePubInc? EugeneV.Dirote? ジャンル別? Subjects-Engineering-General? Subjects-Professional&Technical-Engineering-General Subjects-Science-General Subjects-Science-Technology-Nanotechnology? Real-World Multi-Objective System Engineering Nova Science Pub Inc? Nadia Nedjah? Luiza De Macedo Mourelle? Luiza De Macedo Mourelle? NovaSciencePubInc? NadiaNedjah? LuizaDeMacedoMourelle? LuizaDeMacedoMourelle? ジャンル別? Subjects-Engineering-Aerospace-AdvancedMechanics? Subjects-Engineering-Civil-Mechanics? Subjects-Engineering-Electrical&Electronics-Electronics-General? Subjects-Engineering-General? Subjects-Engineering-Mechanical-General? Subjects-Professional&Technical-Engineering-Civil-Mechanics? 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Market Highlights The growing adoption of smartphones , tablets, and other smart handheld devices, changing payment options that include increasing use of credit cards, debit cards , and other digital payment wallets, and government support driving the development of high-speed networks such as 3 G , 4 G, and 5 G are some of the major drivers of POS software market growth. Increasing demand among retailers , restaurants, hotels , resorts, grocery stores / supermarkets and cafés to manage entire business operations such as inventories, sales, customer loyalty and single platform marketing have created a significant demand for POS systems. POS payment gateway software helps companies improve customer engagement, customer satisfaction ratio, and overall customer experience. As per MRFR’s analysis, the Global POS Software Market 2020 was valued at USD 14.10 billion in 2018 and is slated to reach USD 34.77 billion by 2027, expanding at a CAGR of 14.27% during the forecast period, 2020-2027. Owing to the increasing adoption of contactless payment solutions and the integration of AI technology with the software the market is expected to offer growth opportunities. However, growing concerns regarding data security are a major market restraining factor. Emerging technologies like IoT and machine learning have a major impact on the market for POS software. Some of the recent trends in the POS software market include AI integrated POS software, mobile POS system, customized shopping experience and cloud-based POS software. Get a Free Sample @ https //www.marketresearchfuture.com/sample_request/8384 Segmental Analysis By component, the POS software market has been segmented into software and services. Among these, currently, the software segment is dominating the market and is projected to be the fastest-growing segment during the forecast period owing to increasing adoption of POS software systems among the retail, hospitality, and other sectors. POS software provides inventory management, price lookup, serial number support, discount management, barcode scanning, customer scanning, loyalty card management, customer accounts, access security, and other features which simplify the digital transactions, increase employee productivity, operational efficiency and enhance customer satisfaction. The software also offers business insights to the user such as reporting and analytics which helps the organization to enhance its operational performance and customer satisfaction. Furthermore, the software also provides customization capabilities which offer flexibility of implementation to the user according to its requirement which is expected to fuel the demand for POS software during the forecast period. By type, the market has been segmented into fixed POS and mobile POS. Among these, the fixed POS segment is currently dominating the market, whereas mobile POS is projected to be the fastest-growing segment. Fixed POS systems have witnessed high adoption as they offer ease of operations owing to features including display screens, barcode scanners, cash drawers, keyboards, printers, and others; this has increased the demand for POS software for PCs and other fixed terminals. Rising ownership of smart handheld devices such as smartphones, tablets, card readers, PIN pad devices, and others drive the demand for mobile POS systems. By deployment, the market has been segmented into on-cloud and on-premise segments. Among these, the on-premise segment is expected to dominate the market whereas, the on-cloud segment is projected to grow at the fastest CAGR. Cloud-based POS software offers scalability, flexibility, mobility, and cost-efficiency which increases its demand across various verticals. By operating system, the market has been segmented into iOS, Android, and Windows. Among these, the Android is projected to be the fastest-growing operating segment owing to the ease adopted by android platforms to develop POS solutions and increasing adoption of Android-based smart devices. By application, the POS software market has been segmented into inventory tracking, sales reporting, purchasing management, customer engagement, and others. Among these, currently, the sales reporting segment is expected to dominate the market due to the high adoption of POS systems for managing payments and other transaction processes. By end-user, the market has been segmented into BFSI, retail, media entertainment, transportation, hospitality, and others. Among these, the retail segment is expected to dominate the market due to the growing adoption of POS software among retail organizations to simplify the payment and other business operations. Regional Assessment By region, the market has been segmented into North America, Europe, Asia-Pacific, the Middle East and Africa, and South America. North America has been further segmented into the US, Canada, and Mexico. Europe has been further segmented into Germany, the UK, France, Spain, Norway, Benelux, and Italy. Asia-Pacific has been sub-segmented into China, Japan, India, South Korea, Australia, Malaysia, Indonesia, and the Philippines. The Middle East and Africa have been further segmented into Saudi Arabia, Israel, Turkey, and South Africa and South America has been classified into Brazil, Peru, Chile, and Argentina. Key Players The prominent players active in the global market of POS software are Square Inc. (US), Microsoft Corporation (US), Toast Inc. (US), TouchBistro Inc. (Canada), Poster POS (Ukraine), Lightspeed (Canada), Vend (New Zealand), Miva, Inc. (US), Intel Corporation (US), Shopify (Canada), Erply (US), Salesforce.com, Inc. (US), Intuit (US), Bindo POS (US), GOFRUGAL (Dubai), PAX Global Technology Limited (Hong Kong), Toshiba Corporation (Japan), Panasonic Corporation (Japan), and HP Inc. (US). Browse Full Report Details @ https //www.marketresearchfuture.com/reports/pos-software-market-8384 Table of Contents 1 Executive Summary 2 Scope of The Report 2.1 Market Definition 2.2 Scope of The Study 2.2.1 Research Objectives 2.2.2 Assumptions Limitations 2.3 Market Structure Continued… Similar Report Application Management Services Market By Service-Type (System Integration, Consulting Services, Modernization Services, And Others), By Organization Size, By Deployment, And By End-Users Open Source Intelligence (OSINT) Market By Security Type (Human Intelligence, Content Intelligence, Dark Web Analysis, Link/Network Analysis, Data Analytics, Text Analytics, Artificial Intelligence, Big Data, Others), Technology (Bid Data Software, Video Analytics, Text Analytics, Visualization Tool, Cyber Security, Web Analysis, Social Media Analysis, Others), Application (Military Defense, Homeland Security, Private Sector, Public Sector, National Security, Others) About Market Research Future At Market Research Future (MRFR), we enable our customers to unravel the complexity of various industries through our Cooked Research Report (CRR), Half-Cooked Research Reports (HCRR), Raw Research Reports (3R), Continuous-Feed Research (CFR), and Market Research Consulting Services. Contact Market Research Future (Part of Wantstats Research and Media Private Limited) 99 Hudson Street, 5Th Floor New York, NY 10013 United States of America 1 628 258 0071 (US) 44 2035 002 764 (UK) Email sales@marketresearchfuture.com Website https //www.marketresearchfuture.com #market #research #industry #data #growth #trend #report #analyis #share #marketing #forecast #digital #geographic #demographic #gnews Plugin Error キーワードを入力してください。 #tech #researchreport #marketreport #futrue
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Market Analysis Market Research Future (MRFR) presumes the global Cloud Migration Services Market to reach USD 8 billion at a CAGR of 22% from 2018 to 2023 (forecast period) Increased Demand for Cloud Migration for Business Continuity Cloud migration services are concerned with both the platform and the software services. This category of the value chain includes platforms and software providers. Application design, application development, team collaboration, database integration, and security are all part of the PaaS offering. The major cloud migration services market trends offered by these services are known as PaaS service providers. There are various sorts of PaaS vendors on the market; nonetheless, they all provide services or applications. This service is hosted by vendors who are licensed on a subscription basis. SaaS is used by the subscriber using a web browser. With the maturation of mobile applications and other software such as CAD and ERP, SaaS has grown in popularity. Due to the increased demand for both services, SaaS and PaaS providers play an important role in the value chain of the cloud computing services market. As a result, the aforementioned reasons are projected to boost the market for cloud migration services throughout the forecast period. The Global Market to Benefit from COVID-19 Pandemic In the COVID-19 pandemic, where businesses are dealing with operational issues, many CXOs are being compelled to accelerate digital technologies and strategies, cloud migration being one of them. Many large enterprises and small and medium-sized enterprises (SMEs) have shifted to cloud-savvy managed service providers (MSPs), who have accelerated migration processes, scaled existing services, modernized legacy applications, enabled and orchestrated multi-cloud environments, and leveraged various cloud-native capabilities. Furthermore, several cloud service providers have created many appealing cloud migration strategies that specifically assist SME s in adopting these services with simplicity and with less financial stress, generating countless chances for the market. Request a Free Sample @ https //www.marketresearchfuture.com/sample_request/5785 Segmentation The global cloud migration services industry has been segmented into services, deployment, organization size, applications, and industries. On the basis of services, the global cloud migration services market has been segmented into managed services and professional services. The professional services have been further sub-segmented into automation integration, support maintenance, disaster recovery, training consulting, and others. On the basis of deployment, the global cloud migration services market has been segmented into public, private, and hybrid. On the basis of organization size, the global cloud migration services market has been segmented into SMEs and large enterprises. On the basis of applications, the global cloud migration services market has been segmented into infrastructure management, security and compliance management, workforce management, project management, and others. On the basis of industries, the global cloud migration services market has been segmented into government, IT telecommunication, manufacturing, and others. Competitive Outlook Some of the prominent participants in the global cloud migration services market Microsoft Corporation (U.S.), Tech Mahindra (India), Dell (U.S.), IBM Corporation (U.S.), HCL Technologies (India), Accenture PLC (Republic of Ireland), Wipro Ltd. (India), NTT DATA, Inc. (Japan), Vmware, Inc. (U.S.), Amazon Web Services Inc. (U.S.), and among others. The global cloud migration services market is highly fragmented and competitive in nature with the presence of several well-established domestic and international players. These industry players have used several strategies to stay ahead such as mergers and acquisitions, partnerships, collaborations, geographic expansions, and others. Further, they are also investing in research and development activities to cater to the burgeoning needs of the customers. Regional Analysis North America to Lead the Global Market During the projection period, North America is likely to hold the largest market share and dominate the cloud migration services market. Due to the presence of major organizations, higher technical expertise, and the application of cutting-edge technologies, North America has the largest usage of cloud migration services. Industry Updates March 2021- Microsoft has launched programs for Azure for simplifying cloud migration in India. Table of Contents 1Executive Summary 2Scope of the Report 2.1Market Definition 2.2Scope of the Study 2.2.1Research objectives 2.2.2Assumptions Limitations 2.3Markets Structure Continued…. Browse Full Report Details @ https //www.marketresearchfuture.com/reports/cloud-migration-services-market-5785 List of Tables Table 1 Global Cloud Migration Services Market By Region, 2020-2027 Table 2 North America Cloud Migration Services Market By Country, 2020-2027 Table 3 Europe Cloud Migration Services Market By Country, 2020-2027 Continued… List of Figures FIGURE 1 Global Cloud Migration Services Market Segmentation FIGURE 2 Forecast Methodology FIGURE 3 Porter’s Five Forces Analysis of Global Cloud Migration Services Market Continued… Voice Assistant Market** https //mrfrinformation.tistory.com/615 Network-Attached Storage Market** https //telescope.ac/information-technology-Lc1XMRDqL/5WlKY9Kx4 https //ict268262635.wordpress.com/2022/04/06/geospatial-market-major-application-third-party-usage-micro-market-pricing-analysis-and-geographical-analysis-forecast-to-2030/ About Market Research Future Market Research Future (MRFR) has created a niche in the world of market research. It is counted among the top market research companies that offer well-researched and updated market research reports and insights to businesses of all sizes. What sets us apart is our super-responsive team that offers quality work keeping clients abridged of the prospective challenges and opportunities in various markets. Our team is adept in their space as well as patiently listens to every client. The best part is they know their work inside out and possess the expertise to guide the client in the right direction and achieve results on a tight deadline. We are a one-stop solution for all your data research needs. Our team does not believe in the “one size fits all” approach to creating a report that is detailed and concise. 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Pectin Apple Pectin Powder Scientists demonstrate how Modified Citrus Pectin enhances immune function Published on August 16, 2011 at 7 01 AM · No Comments Groundbreaking research demonstrates the ability of a specific form of Modified Citrus Pectin (MCP) to greatly enhance immune function. The study found that MCP activated B-cells in a dose-dependent manner, and induced a highly significant dose-dependent activation of T-cytotoxic cells and Natural Killer (NK) cells. The NK-cell s cancer killing activity was demonstrated against live leukemia cancer cells. The study is published in the journal BMC Complementary and Alternative Medicine. The research focuses on MCP s immunostimulatory properties in human blood samples, resulting in modulation of different arms of the immune system. Immune researchers at the Dharma Biomedical LLC (Miami, FL) are excited. "The dramatic ability of MCP to activate different components of both the innate (NK-cells) and adaptive (T-cytotoxic) arms of the immune system, demonstrates that MCP can be used in a very strategic manner to support immune function, which may prove useful for a variety of immune compromised health situations," says lead researcher Dr. Steve Melnick.MCP induced an increase in B-cells, T-cytotoxic cells, and NK-cells in a dose dependant manner, meaning the higher the dosage, the greater the effect. Researchers demonstrated that MCP induced a dramatic ten-fold increase in NK-cell activation, and furthermore a significant 53.6% increase in the NK-cells functional ability to identify and destroy leukemia cancer cells. Mechanism of Action (How MCP Works) Melnick further explains, "The Modified Citrus Pectin used in this study consists of various polysaccharides that come in contact with different receptors or proteins on the membranes of immune cells. The immune cells become activated as a consequence of this very specific interaction." Melnick continues, "What I found impressive was the selectivity, and in those cases the magnitude of the effect. For example, polysaccharides derived from mushroom species are known for their immunomodulatory effect. However, in my experience, those effects are considerably lower than observed in the case of T cytotoxic and NK cell activation with this Modified Citrus Pectin." USDA scientists that co-authored the study analyzed the specific structure of this MCP. Critical Information for Optimal Immune Support There are two important aspects to the end results of this study when it comes to NK cells. The first one is how many of our NK cells, a specialized subset of T-lymphocytes that destroy infected and cancerous cells are activated by MCP. In other words, how many are awakened from their "sleep" and ready to fight harmful invaders and cancer. MCP exerted a dramatic 10 fold increase in their activation, greater than the positive control Interleukin-2 (IL-2). Additionally, once the NK cells were activated, their actual functional activity level, and specifically against cancer, was demonstrated to be statistically significant. Dr. Isaac Eliaz, study author and MCP expert says, "I have seen first-hand the transformative power of MCP in helping to fight disease and restore health. While I was recommending MCP in my clinical practice for the treatment of cancer and heavy metal toxicity, I had always known that the benefits reached far beyond what had been scientifically proven at the time. After all, many of my patients who came to me for solutions to their chronic diseases became the vibrant examples of how MCP, used as part of an integrative and holistic health program, had not just added years to peoples lives, but quality as well. Thanks to this recent landmark immune study, we now know that the powerful immune supporting actions offered by Modified Citrus Pectin represent a significant factor of this vibrant health equation." SOURCE Better Health Publishing
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