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Neo4J as a tool for financial fraud detection
What do you like best about the product?
We were studying about techniques that allow early detection of potential financial frauds related to credit card theft or fraud customer identity. Without the ambition to decrease popularity of traditional database models in their space of application, Neo4J has found its space and application in specific, increasingly popular world of dynamic environments, such as modern web and social networks.
What do you dislike about the product?
Depending on data volume, it can be hard to visualize data connection. Also, if some information system requires sorting of data, it can be expensive operation.
What problems is the product solving and how is that benefiting you?
We developed prototypes of the application that demonstrates how Neo4J can be useful to detect financial frauds. The benefit lies in capabilty of Neo4J to detect complex real-time data connection.
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Smart and Reliable NoSQL database
What do you like best about the product?
We were able to develop a large enterprise based architecture for a telecommunications giant where the huge data was organized and represented in a graphical manner with Neo4j Queries. The excellent documentation support available led us to learn and implement it in really short duration.
What do you dislike about the product?
No cons or no dislikes about the product as such
What problems is the product solving and how is that benefiting you?
Neo4j queries allowed us to traverse the relation in the quickest manner possible which the traditional SQL queries take to execute multiple joins.
Strong Graphical representation of data using Nodes, links , meta links and components
Strong Graphical representation of data using Nodes, links , meta links and components
Graph based querying tool
What do you like best about the product?
It is very convenient to write a complex query with very ease way.
What do you dislike about the product?
it has less resource for learning. there should be a video series on updates and new learning feature
What problems is the product solving and how is that benefiting you?
I tried to learn from officially website and implemented in one of my project
I just loved it
What do you like best about the product?
When you are new to it, it is very easy to start with and get around. The community is growing, so if you are stuck, it is easy to overcome any challenge. The docs are awesome.
What do you dislike about the product?
Coming from relational to non-relational databases was weirder than this. Starting with Neo4j is completely different and way easier, but still can be simpler.
What problems is the product solving and how is that benefiting you?
We are moving our data around a lot, and Neo4j reduced our costs of development a lot. It is also very flexible
Easy to learn, sophisticated features
What do you like best about the product?
Sophisticated features
Lesser Maintenance overhead for smaller data size
Gives a good ui to analyse data
Lesser Maintenance overhead for smaller data size
Gives a good ui to analyse data
What do you dislike about the product?
graphical representation for complex graph is not great
What problems is the product solving and how is that benefiting you?
GC pauses
Neo4j ,a perfect fit graph database for creating any kind of social network structure
What do you like best about the product?
1)Ease of use
2)Speed of graph traversal
3)Interactive console
2)Speed of graph traversal
3)Interactive console
What do you dislike about the product?
Sorting is expensive in terms of performance.
Scaling is an issue once the data exceeds certain limits
Scaling is an issue once the data exceeds certain limits
What problems is the product solving and how is that benefiting you?
We had created a social network for trading wherein traders can follow other traders and chk on their tips and trades.with an option to like .In terms of benefits it is certainly easier to have a graph database like neo4j doing heavy lifting of creating nodes and relationships rather than do it yourself in an rdbms
Recommendations to others considering the product:
If the business problem you are trying to solve, requires some form of complex hierarchies or a social network like structure or any other form of a network with multiple nodes and complex relationships, be sure to check on Neo4j, it will help you reduce the complexity of the model to a very large extent
Neo4j for ontology based KB generation
What do you like best about the product?
I've used neo4j for ontology-based KB generation task. So far, I have found neo4j graph-based data representation to be the best fit for such tasks. Apart from that, neo4j easy to learn and operate with.
What do you dislike about the product?
Neo4j master-slave architecture, writes are always done on master. Overall write-performance issues relative to SQL databases. Garbage collection pauses.
What problems is the product solving and how is that benefiting you?
I've used neo4j for the ontology-based KB generation task. The knowledge base consists of health care data with ontology representation as disease, symptoms, medication, organ/part of body associated etc along with their respective data and their relationship with each other. applying different graph-ml algorithm (like decision trees) on available data in graph to get a good accuracy of diagnosis. This also focuses on Knowledge Validation, Inferencing and Explanation/ Justification process of knowledge Engineering to maintain our healthcare knowledge base. Currently, we do not have CCDA’s available with information of symptom of patients (chief complaint, the reason for visit, etc.). For the time being, we are collecting data from online sources and will use that to symptom-based disease diagnosis.Healthcare KB generation of clinical data using cTAKES NLP and Neo4j.
As name of the project suggests "all men must serve", demo code of the project is available publically in the link. So far, I have found neo4j graph based data representation to be the best fit for such tasks.
As name of the project suggests "all men must serve", demo code of the project is available publically in the link. So far, I have found neo4j graph based data representation to be the best fit for such tasks.
Recommendations to others considering the product:
If you think your problem can be solved by graph based data, neo4j is worth a try
Rich community, robust and scalable
What do you like best about the product?
Very good interactive UI. very efficient on large datasets to support the multiple relations between the nodes.
What do you dislike about the product?
Sometimes hard to visualize complex data analyses. Automatic backups could be improved
What problems is the product solving and how is that benefiting you?
IoT device simulation and visualization.
Neo4J review
What do you like best about the product?
I like a lot trying to improve graph language
What do you dislike about the product?
For a moment now all thing that I like a lot
What problems is the product solving and how is that benefiting you?
It's helping to build fast graph databases
Easiest way to find connections in a schema-free database
What do you like best about the product?
Finding paths between nodes and doing what sql cannot
What do you dislike about the product?
Import function from csv files; creatina connections with cypher language
What problems is the product solving and how is that benefiting you?
Finding connections between data that where non treatable with traditional sql queries
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