Predictiveworks. features a flexible and lightweight approach to data mining and predictive analytics. It is built on top of open source giants such as Akka, Spray, Apache Spark and Elasticsearch. Predictiveworks. has a strong focus on behavior and context-aware analytics. It comes with a combination of industry-proven and brand new algorithms and covers a wide range of today's analytics demands. Predictiveworks. is an ensemble of nine dedicated predictive engines from Association and Context-Aware Analysis to Series, Similarity and Text Analysis.

1. © 2014 Dr. Krusche & Partner. All rights reserved.
Predictiveworks.
OPEN ENSEMBLE OF PREDICTIVE ENGINES
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2. © 2014 Dr. Krusche & Partner. All rights reserved.
Predictiveworks.
DATA MINING & PREDICTIVE ANALYTICS
OPEN SOURCE ALTERNATIVE TO COMMERCIAL GIANTS
AUDIENCE DISCOVERY UP TO ONE-TO-ONE RELATIONSHIP
DEEP BEHAVIORAL & CONTEXT-AWARE ANALYTICS
COVERS A BROAD RANGE OF TODAY‘S BUSINESS NEEDS
FLEXIBLE & LIGHTWEIGHT RESPONSE TO MANY ANALYTICS DEMANDS
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3. © 2014 Dr. Krusche & Partner. All rights reserved.
Technical Features
INDUSTRY-PROVEN & BRAND NEW ALGORITHMS
DISTRIBUTED IN-MEMORY MACHINE LEARNING
SOCIAL MEDIA REAL-TIME PROCESSING
RESTFUL API
ELASTICSEARCH READY
SEAMLESS INTEGRATION WITH ACTOR-BASED ENVIRONMENTS
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4. © 2014 Dr. Krusche & Partner. All rights reserved.
Predictive Engines
•ASSOCIATION ANALYSIS
–Discover and leverage the most relevant hidden relations in large-scale datasets
•CONTEXT-AWARE ANALYSIS
–Leveraging context-sensitive information is crucial for persona- lized predictions and relationships
•DECISION ANALYSIS
–Predict the best decisions among multiple courses of action and identify their decisive factors
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5. © 2014 Dr. Krusche & Partner. All rights reserved.
Predictive Engines
•INTENT RECOGNITION
–Uncover the intent of human behavior and reach the ultimate customer understanding
•OUTLIER DETECTION
–Find anomalies in large-scale datasets and human behavior for advanced risk reduction
•SERIES ANALYSIS
–Discover and leverage the most relevant patterns in human activity sequences
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6. © 2014 Dr. Krusche & Partner. All rights reserved.
Predictive Engines
•Similarity Analysis
–Find relevant similarities in dynamic activity sequences and identify customers by their journeys
•Social Analysis
–Determine and leverage actual trends from social media platforms in real-time
•Text Analysis
–Language-agnostic semantic concept detection and prediction for semantic targeting
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7. © 2014 Dr. Krusche & Partner. All rights reserved.
Architecture
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8. © 2014 Dr. Krusche & Partner. All rights reserved.
Elasticinsight. – Elasticsearch plug-in
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9. © 2014 Dr. Krusche & Partner. All rights reserved.
Technology Stack
TYPESAFE AKKA: Actor-based runtime for message-driven applications
–Concurrent & Distributed
–Elastic & Dezentralized
–Resilient
–Extensible
–High Performance
TYPESAFE SPRAY: REST/HTTP-based integration layers on top of Akka
APACHE SPARK: Fast & general engine for large-scale data processing
–Distributed in-memory computing
–Combines complex analytics, streaming and SQL
–Integrates with Hadoop
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10. © 2014 Dr. Krusche & Partner. All rights reserved.
Technology Stack
APACHE SPARK MLLIB: Scalable machine learning library
APACHE SPARK STREAMING: Complex event processing
APACHE KAFKA: Distributed publish-subscribe messaging system
SCALDING / CASCADING: Scala integration layers on top of Hadoop
REDIS: Fast & distributed data structure server
ELASTICSEARCH: Distributed real-time search & analytics platform
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11. © 2014 Dr. Krusche & Partner. All rights reserved.
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Interested to learn more? http://predictiveworks.eu
Feel free to contact us: team(at)dr-kruscheundpartner.de