- published: 20 Sep 2012
- views: 8607
Event processing is a method of tracking and analyzing (processing) streams of information (data) about things that happen (events), and deriving a conclusion from them. Complex event processing, or CEP, is event processing that combines data from multiple sources to infer events or patterns that suggest more complicated circumstances. The goal of complex event processing is to identify meaningful events (such as opportunities or threats) and respond to them as quickly as possible.
These events may be happening across the various layers of an organization as sales leads, orders or customer service calls. Or, they may be news items, text messages, social media posts, stock market feeds, traffic reports, weather reports, or other kinds of data. An event may also be defined as a "change of state," when a measurement exceeds a predefined threshold of time, temperature, or other value. Analysts suggest that CEP will give organizations a new way to analyze patterns in real-time and help the business side communicate better with IT and service departments.
Event may refer to:
Complex may refer to:
Big data is a broad term for data sets so large or complex that traditional data processing applications are inadequate. Challenges include analysis, capture, data curation, search, sharing, storage, transfer, visualization, querying and information privacy. The term often refers simply to the use of predictive analytics or certain other advanced methods to extract value from data, and seldom to a particular size of data set. Accuracy in big data may lead to more confident decision making, and better decisions can result in greater operational efficiency, cost reduction and reduced risk.
Analysis of data sets can find new correlations to "spot business trends, prevent diseases, combat crime and so on." Scientists, business executives, practitioners of medicine, advertising and governments alike regularly meet difficulties with large data sets in areas including Internet search, finance and business informatics. Scientists encounter limitations in e-Science work, including meteorology, genomics,connectomics, complex physics simulations, biology and environmental research.
CEP or Cep may refer to:
What is Complex Event Processing
Scalable Complex Event Processing on Samza @Uber -- Shuyi Chen, 6/15/16
What is Complex Event Processing?
CS63 Big Data : Apache Flink CEP
Spark Day -- Complex event processing
CEP (Complex Event processing), the Serious and the Fun Sides - Andy Yuen
Complex Event Processing: Use Cases & FlinkCEP Library (Flink.tw Meetup 2016/07/19)
Real-Time Complex Event Processing: How To Be The Smartest App In Town | Pulsate Academy
TIBCO Complex Event Processing for Airlines 2-Minute Explainer Video
Complex Event Processing: A Paradigm for Fast Data Management by Dr. Qunzhi Zhou (USC)
Demystifying Complex Event Processing
Complex Event Processing with Drools and JBoss BRMS - Ray Ploski
Gregory Young - Querying Events
Scott Andreas - Garbage, Garbage Everywhere: GC Strategies for Event Processing Systems on the JVM, Boundary Tech Talks 11/17/11
Processes in organizations sometimes break, often with little consequence. However, at times a broken process can lead to a catastrophe. A Complex Event Processing engine allows organizations to look out for these risky events and provide meaningful alerts. Come see Intricity's video on Complex Event Processing and see if it might be a good fit for your organization. To Talk with a Specialist go to: http://www.intricity.com/intricity101/
From the Stream Processing Meetup @ LinkedIn - June 15 2016 Scalable Complex Event Processing on Samza @Uber, Shuyi Chen (Uber) The Marketplace data team at Uber has built a scalable complex event processing platform to solve many challenging real time data needs for various Uber products. This platform has been in production for some time and it has proven to be very flexible to solve many use cases. In this talk, we will share in detail the design and architecture of the platform, and how we employ Samza, Kafka, and Siddhi at scale. Bio: Shuyi Chen is a Senior Software Engineer at Uber working on building scalable complex event processing platform for Marketplace. He has years of experience in storage infrastructure, data infrastructure, Android/iOS development in Google and Uber. Fo...
Event-driven applications are characterized by high event volume and very low latency requirements make storing the data in a relational database for processing impractical. Complex Event Processing aggregates data from multiple data sources to identify an occurrence pattern that in-turn might lead to more complicated scenarios, like starting a workflow. This lets the organizations respond to the scenarios and events much quickly. In this Webinar, we look at what is Complex Event Processing, get introduced to Microsoft StreamInsight technology and look at how a typical StreamInsight application would work. We could also look at a few real-world CEP scenarios to map the concepts.
Source code here : https://github.com/gsahbi/flinkicu - Complex Event Processing will match incoming events against a pattern and triggers actions/decisions/more complex events. - CEP is used in IT security, finance (Trading/Fraud/Risk), in healthcare, traffic monitoring, etc. - Some of these applications cannot tolerate a high latency. - Real-time processing is the next generation of Big Data analytics; Data is flowing between systems without the need to store irrelevant/redundant data. - Apache Mapreduce, Spark and Storm fail when it comes to real-time streaming performance due to their batch-based architecture. - Apache Flink is the raising star that was built specifically for real time stream processing. Yet it can support batch processing. - We will showcase the use of Flink CEP for...
Firstly, the practical side: Have you ever lamented about how to do a CEP demo? Common challenges include: - How to demo a CEP application? - Cannot be real-time, it takes too long - Lack of infrastructure during demo - Need repeatable outcome I am going to describe a framework that allows one to define external events in a CSV file, play them back to the CEP application to demonstrate what it does in accelerated time. It solves the above problems by providing: Accelerated time -- see the results quickly Notifications are sent and received on your mobile phone A reusable infrastructure for CEP Demos Facts/events can be defined in input CSV files and played back Multiple CSV input files can be created and used to illustrate different use cases for the a CEP Application Repeatable demo ...
Presenter: Gordon Tai Flink.tw Meetup Event (2016/07/19): "Stream Processing with Apache Flink w/ Flink PMC Robert Metzger"
Real-Time Complex Event Processing explained: http://academy.pulsatehq.com/real-time-event-processing-how-to-be-the-smartest-app-in-town Today's video, we're going to concentrate on real time event processing and the implications that it has for real time marketing. In today’s episode we will learn: 0:30 What does real-time mean? We look at how real-time means different things to different people 1:41 What is real-time event processing? We discuss what real-time event processing is and how it works under the hood. 4:35 What is an event processing engine? We explain the technology behind an event processing engine. 6:34 What are the 3 things to avoid with real-time event processing? We reveal 3 aspects to avoid when using real-time event processing technology. Read full artic...
Complex event processing software to help maintain schedule integrity. 2-Minute Explainer produced by Business Information Graphics at http://www.2MinuteExplainer.com
Emerging applications in domains like Smart Grid, e-commerce and financial services have been motivating Fast Data which emphasizes the Velocity aspect of Big Data. Existing Big Data management systems mostly focus on the Volume aspect of Big Data, with specialized techniques like Hadoop and NoSQL databases to support scalable and reliable storage of very large data set. These systems provide programming and query primitives, and high cumulative I/O read performances to facilitate large-scale computation over persistent or slow-changing data on durable storage. Complex Event Processing (CEP), on the other hand, is a promising paradigm to manage Fast Data. CEP is recognized for online analytics of data that arrive continuously from ubiquitous, always-on sensors and digital data streams. It...
Code Mesh London is the best place in Europe for non-mainstream tech and programming languages. On 4-5 December 2013 over 50 inventors and originators of the most innovative languages and technologies of the moment shared their experience with 200 attendees. Topics included Scala, Haskell, Clojure, Erlang, Elixir, Julia and much more. See you at Code Mesh 2014! codemesh.io/ About the talk: In recent years Complex Event Processing (CEP) has been becoming more mainstream. Most however use CEP for processing near real-time data exclusively though. CEP has however other uses especially in Event Sourced systems namely that it can be used as a query language for temporal correlation queries as well as machine learning. This session will look at a language that does just this and how it can be u...
This presentation from the November 17, 2011 Boundary Meetup takes us through the architecture of Boundary's stream processing infrastructure and how the architecture is pushing the bounds of JVM throughput.
Our core technology acts as an IoT version of Enterprise Application Integration (EAI) middleware solutions, providing device connectivity at scale, cross-communication, data brokering and storage. We also help companies make sense of the captured data by offering actionable data intelligence through predictive computational models and a configurable rules engine.
Zimoun Sound Architectures, Sculptures & Installations Compilation Video V.3.1 / June 02, 2013 Using simple and functional components, Zimoun builds architecturally-minded platforms of sound. Exploring mechanical rhythm and flow in prepared systems, his installations incorporate commonplace industrial objects. In an obsessive display of simple and functional materials, these works articulate a tension between the orderly patterns of Modernism and the chaotic forces of life. Carrying an emotional depth, the acoustic hum of natural phenomena in Zimoun's minimalist constructions effortlessly reverberates. More works & information: http://www.zimoun.ch Next Events: http://zimoun.ch/events.html Newsletter: http://www.zimoun.ch/newsletter.html Facebook: http://www.facebook.com/pages/Zimo...
Audiovisual installation for 15 differently tuned pianos and video. 21 min. Visuals - Candas Sisman ( http://www.csismn.com/ ) Music - Egidija Medeksaite ( http://www.mxl.lt/medeksaite ) Premiered in Electronic music festival "Jauna Muzika" ( http://www.myspace.com/jaunamuzika ) Visual artist Candas Sisman (Turkey) and Lithuanian composer Egidija Medekšaitė present their collaboration work – audiovisual piece EFF-LUX. According to the author’s this work is their attitude to the daily process, which are made by humans sometimes as machines or with special attitude (hand craft). During the piece, the visual information transforms from mechanical forms to linear movements. The music is played by computer recorded 15 differently tuned Steinway pianos. For composer it is like characters of...
Design & Animation: Cai Matthews http://caimatthews.com Audio capture & production: Kiel Long Audio composition: Cai Matthews This is the standard screen format version of the dual screen exhibition piece. PERCEPTA is a piece of A/V design in which the visual aesthetic and audio output are direct results of data created from reading and analysis of key perceptual functions that occur within us at an unconscious, automatic level. Though by their very nature these processes are both silent and invisible, Percepta attempts to represent their complexity, density, dynamics and ultimately their beauty. The audio for the piece is created using data gathered from the Primary Auditory Cortex and Cerebral Cortex of the brain using an electroencephalograph or ‘EEG’, while processing audio and vis...
121 prepared dc-motors, cardboard elements 8x8cm Zimoun 2011 _ Zimoun : Sound Sculptures & Installations Website: http://zimoun.ch Compilation video: http://zimoun.ch/video.html Compilation video on Vimeo: http://vimeo.com/7235817 HD Video Archive: http://vimeo.com/zimoun/videos/sort:plays Next events: http://www.zimoun.ch/events.html Newsletter: http://www.zimoun.ch/newsletter.html Facebook page: http://www.facebook.com/pages/Zimoun/134817185765 Leerraum [ ]: http://www.leerraum.ch _ «Using simple and functional components, Zimoun builds architecturally-minded platforms of sound. Exploring mechanical rhythm and flow in prepared systems, his installations incorporate commonplace industrial objects. In an obsessive display of curiously collected material, these works articu...
SIX MIL ANTENNAS is a 360 degree immersive film that employs a range of visual and audio codes to bring a surrealist perspective to the forefront. Framing shifting communication processes in a fictional setting, the whimsical, open-ended work re-imagines different states of the world in a futuristic timeframe. Through a series of events, the piece alternates its tone between deconstructed gravity, aesthetic sensuality and satirical humor. Inserting filmed actors in faux designed landscapes, the film creates non-linear narratives of a personal, social and political nature and expresses a complex intertwining multiverse, in which the characters and abstract landscapes evolve.
Processes in organizations sometimes break, often with little consequence. However, at times a broken process can lead to a catastrophe. A Complex Event Processing engine allows organizations to look out for these risky events and provide meaningful alerts. Come see Intricity's video on Complex Event Processing and see if it might be a good fit for your organization. To Talk with a Specialist go to: http://www.intricity.com/intricity101/
From the Stream Processing Meetup @ LinkedIn - June 15 2016 Scalable Complex Event Processing on Samza @Uber, Shuyi Chen (Uber) The Marketplace data team at Uber has built a scalable complex event processing platform to solve many challenging real time data needs for various Uber products. This platform has been in production for some time and it has proven to be very flexible to solve many use cases. In this talk, we will share in detail the design and architecture of the platform, and how we employ Samza, Kafka, and Siddhi at scale. Bio: Shuyi Chen is a Senior Software Engineer at Uber working on building scalable complex event processing platform for Marketplace. He has years of experience in storage infrastructure, data infrastructure, Android/iOS development in Google and Uber. Fo...
Event-driven applications are characterized by high event volume and very low latency requirements make storing the data in a relational database for processing impractical. Complex Event Processing aggregates data from multiple data sources to identify an occurrence pattern that in-turn might lead to more complicated scenarios, like starting a workflow. This lets the organizations respond to the scenarios and events much quickly. In this Webinar, we look at what is Complex Event Processing, get introduced to Microsoft StreamInsight technology and look at how a typical StreamInsight application would work. We could also look at a few real-world CEP scenarios to map the concepts.
Source code here : https://github.com/gsahbi/flinkicu - Complex Event Processing will match incoming events against a pattern and triggers actions/decisions/more complex events. - CEP is used in IT security, finance (Trading/Fraud/Risk), in healthcare, traffic monitoring, etc. - Some of these applications cannot tolerate a high latency. - Real-time processing is the next generation of Big Data analytics; Data is flowing between systems without the need to store irrelevant/redundant data. - Apache Mapreduce, Spark and Storm fail when it comes to real-time streaming performance due to their batch-based architecture. - Apache Flink is the raising star that was built specifically for real time stream processing. Yet it can support batch processing. - We will showcase the use of Flink CEP for...
Firstly, the practical side: Have you ever lamented about how to do a CEP demo? Common challenges include: - How to demo a CEP application? - Cannot be real-time, it takes too long - Lack of infrastructure during demo - Need repeatable outcome I am going to describe a framework that allows one to define external events in a CSV file, play them back to the CEP application to demonstrate what it does in accelerated time. It solves the above problems by providing: Accelerated time -- see the results quickly Notifications are sent and received on your mobile phone A reusable infrastructure for CEP Demos Facts/events can be defined in input CSV files and played back Multiple CSV input files can be created and used to illustrate different use cases for the a CEP Application Repeatable demo ...
Presenter: Gordon Tai Flink.tw Meetup Event (2016/07/19): "Stream Processing with Apache Flink w/ Flink PMC Robert Metzger"
Real-Time Complex Event Processing explained: http://academy.pulsatehq.com/real-time-event-processing-how-to-be-the-smartest-app-in-town Today's video, we're going to concentrate on real time event processing and the implications that it has for real time marketing. In today’s episode we will learn: 0:30 What does real-time mean? We look at how real-time means different things to different people 1:41 What is real-time event processing? We discuss what real-time event processing is and how it works under the hood. 4:35 What is an event processing engine? We explain the technology behind an event processing engine. 6:34 What are the 3 things to avoid with real-time event processing? We reveal 3 aspects to avoid when using real-time event processing technology. Read full artic...
Complex event processing software to help maintain schedule integrity. 2-Minute Explainer produced by Business Information Graphics at http://www.2MinuteExplainer.com
Emerging applications in domains like Smart Grid, e-commerce and financial services have been motivating Fast Data which emphasizes the Velocity aspect of Big Data. Existing Big Data management systems mostly focus on the Volume aspect of Big Data, with specialized techniques like Hadoop and NoSQL databases to support scalable and reliable storage of very large data set. These systems provide programming and query primitives, and high cumulative I/O read performances to facilitate large-scale computation over persistent or slow-changing data on durable storage. Complex Event Processing (CEP), on the other hand, is a promising paradigm to manage Fast Data. CEP is recognized for online analytics of data that arrive continuously from ubiquitous, always-on sensors and digital data streams. It...
Code Mesh London is the best place in Europe for non-mainstream tech and programming languages. On 4-5 December 2013 over 50 inventors and originators of the most innovative languages and technologies of the moment shared their experience with 200 attendees. Topics included Scala, Haskell, Clojure, Erlang, Elixir, Julia and much more. See you at Code Mesh 2014! codemesh.io/ About the talk: In recent years Complex Event Processing (CEP) has been becoming more mainstream. Most however use CEP for processing near real-time data exclusively though. CEP has however other uses especially in Event Sourced systems namely that it can be used as a query language for temporal correlation queries as well as machine learning. This session will look at a language that does just this and how it can be u...
This presentation from the November 17, 2011 Boundary Meetup takes us through the architecture of Boundary's stream processing infrastructure and how the architecture is pushing the bounds of JVM throughput.
Our core technology acts as an IoT version of Enterprise Application Integration (EAI) middleware solutions, providing device connectivity at scale, cross-communication, data brokering and storage. We also help companies make sense of the captured data by offering actionable data intelligence through predictive computational models and a configurable rules engine.
Zimoun Sound Architectures, Sculptures & Installations Compilation Video V.3.1 / June 02, 2013 Using simple and functional components, Zimoun builds architecturally-minded platforms of sound. Exploring mechanical rhythm and flow in prepared systems, his installations incorporate commonplace industrial objects. In an obsessive display of simple and functional materials, these works articulate a tension between the orderly patterns of Modernism and the chaotic forces of life. Carrying an emotional depth, the acoustic hum of natural phenomena in Zimoun's minimalist constructions effortlessly reverberates. More works & information: http://www.zimoun.ch Next Events: http://zimoun.ch/events.html Newsletter: http://www.zimoun.ch/newsletter.html Facebook: http://www.facebook.com/pages/Zimo...
Audiovisual installation for 15 differently tuned pianos and video. 21 min. Visuals - Candas Sisman ( http://www.csismn.com/ ) Music - Egidija Medeksaite ( http://www.mxl.lt/medeksaite ) Premiered in Electronic music festival "Jauna Muzika" ( http://www.myspace.com/jaunamuzika ) Visual artist Candas Sisman (Turkey) and Lithuanian composer Egidija Medekšaitė present their collaboration work – audiovisual piece EFF-LUX. According to the author’s this work is their attitude to the daily process, which are made by humans sometimes as machines or with special attitude (hand craft). During the piece, the visual information transforms from mechanical forms to linear movements. The music is played by computer recorded 15 differently tuned Steinway pianos. For composer it is like characters of...
Design & Animation: Cai Matthews http://caimatthews.com Audio capture & production: Kiel Long Audio composition: Cai Matthews This is the standard screen format version of the dual screen exhibition piece. PERCEPTA is a piece of A/V design in which the visual aesthetic and audio output are direct results of data created from reading and analysis of key perceptual functions that occur within us at an unconscious, automatic level. Though by their very nature these processes are both silent and invisible, Percepta attempts to represent their complexity, density, dynamics and ultimately their beauty. The audio for the piece is created using data gathered from the Primary Auditory Cortex and Cerebral Cortex of the brain using an electroencephalograph or ‘EEG’, while processing audio and vis...
121 prepared dc-motors, cardboard elements 8x8cm Zimoun 2011 _ Zimoun : Sound Sculptures & Installations Website: http://zimoun.ch Compilation video: http://zimoun.ch/video.html Compilation video on Vimeo: http://vimeo.com/7235817 HD Video Archive: http://vimeo.com/zimoun/videos/sort:plays Next events: http://www.zimoun.ch/events.html Newsletter: http://www.zimoun.ch/newsletter.html Facebook page: http://www.facebook.com/pages/Zimoun/134817185765 Leerraum [ ]: http://www.leerraum.ch _ «Using simple and functional components, Zimoun builds architecturally-minded platforms of sound. Exploring mechanical rhythm and flow in prepared systems, his installations incorporate commonplace industrial objects. In an obsessive display of curiously collected material, these works articu...
SIX MIL ANTENNAS is a 360 degree immersive film that employs a range of visual and audio codes to bring a surrealist perspective to the forefront. Framing shifting communication processes in a fictional setting, the whimsical, open-ended work re-imagines different states of the world in a futuristic timeframe. Through a series of events, the piece alternates its tone between deconstructed gravity, aesthetic sensuality and satirical humor. Inserting filmed actors in faux designed landscapes, the film creates non-linear narratives of a personal, social and political nature and expresses a complex intertwining multiverse, in which the characters and abstract landscapes evolve.
Александр Соловьев «Complex Event Processing: from Esper To Akka» Слайды: http://www.slideshare.net/AlexanderSolovyev1/cep-from-esper-back-to-akka MSUG 29 мая 2014
PKNOA is a big data platform for machine learning and data mining. It follows the “actor modelling” approach. The entire stack (storage engine, distribution and complex event processing (CEP) framework as well as operators, execution engine and machine learning libraries) is tailored for providing optimal performance based on actor modelling. In this talk, we will discuss the actor modelling and how complex event processing is used to manage data and to make them available for applications with heterogeneous data and processing requirements.
Presenter: Gordon Tai Flink.tw Meetup Event (2016/07/19): "Stream Processing with Apache Flink w/ Flink PMC Robert Metzger"
From the Stream Processing Meetup @ LinkedIn - June 15 2016 Scalable Complex Event Processing on Samza @Uber, Shuyi Chen (Uber) The Marketplace data team at Uber has built a scalable complex event processing platform to solve many challenging real time data needs for various Uber products. This platform has been in production for some time and it has proven to be very flexible to solve many use cases. In this talk, we will share in detail the design and architecture of the platform, and how we employ Samza, Kafka, and Siddhi at scale. Bio: Shuyi Chen is a Senior Software Engineer at Uber working on building scalable complex event processing platform for Marketplace. He has years of experience in storage infrastructure, data infrastructure, Android/iOS development in Google and Uber. Fo...
Recorded at SpringOne2GX 2013 in Santa Clara, CA Speaker: John T. Davies, CTO of C24 We've had powerful Rules Engines and Complex Event Processing for a good decade now and there are several powerful ones on the market, some even open source. Many of these engines though have been build around single albeit efficient applications running on a single machine. As we take Big Data head on we start to see the need to rules that we can distribute and complex events processing across our distributed system. Combining Pivotal's GemFire and C24's Integration Objects, naturally glued together with a little Spring, we can process millions of complex events in seconds. John will walk through some of the design and use-cases of these powerful system. Learn more about Pivotal Gemfire at: http://www.go...
http://www.techgig.com/expert-speak/Complex-Event-Processing-using-StreamInsight-192 Event-driven applications are characterized by high event volume and very low latency requirements make storing the data in a relational database for processing impractical. Complex Event Processing aggregates data from multiple data sources to identify an occurrence pattern that in-turn might lead to more complicated scenarios, like starting a workflow. This lets the organizations respond to the scenarios and events much quickly. In this Webinar, we look at what is Complex Event Processing, get introduced to Microsoft StreamInsight technology and look at how a typical StreamInsight application would work. We could also look at a few real-world CEP scenarios to map the concepts.
Company Website: http://www.virtualnuggets.com/ Course Content : http://www.virtualnuggets.com/best-tibco-be.html Contact Us : http://www.virtualnuggets.com/contact-us.html What is TIBCO BE ? TIBCO BusinessEvents is an in-memory, event based platform for complex event processing (CEP). TIBCO BusinessEvents Views displays analytical data from BusinessEvents deployments. In this attendees gain the knowledge and skills for implementing business optimization solutions with BusinessEvents that collect and correlate events from various sources, implementing a BusinessEvents Views solution that displays the status of business processes on a dashboard.