Content Classification System

Benefits

Reliable and high quality information
User Feedback Module
AI & ML Based Automated System

Challenges

Reliable
High quality information
User Feedback Module
AI & ML Based automated system

The analytics product after integration prior indexed data for info-graphics aimed at providing decision support systems.

Project Overview

Products and experiences that are pleasant to use can be created by UX services. We help leading companies and startups enhance their content creation capabilities and utilise digital marketing initiatives to achieve their business goals.

Methodology

1. Inputs

Article formats – The system successfully ingests both PDFs and xmls with varied content intensity

Training – About 900,000 scientific articles were ingested in the development phase, with 145,000 being used as a training set for the machine learning module.

2. Machine Learning

Initial training – Initial training of the machine learning model with a recall of 50% and achieving an average of 50 tags per article

Specificity training – Weighing contextual terms over other valid terms

Heuristics training – Precision of 51% and a recall of 58%

Lexicon/Ontology enrichment – Entire set of 900,000 articles were leveraged to refine and enrich the lexicon.

Ancillary training – Machine learning models for tagging chemicals and chemical compounds (A precision of 85% and a recall of 89% on its own.

3. Model optimization

Added rule sets to improve on contextual tagging, including complex rules like acronym rules, heuristic weight age of terms and generic tagger etc.,

Highlights

A sound ontology that is a perfect fit for automated fingerprinting alongside traditional browse capabilities on platforms.

Plug and play automated system with feedback ingestion capabilities.

APIs for the Lexicon component which are used at the Indexing level as well as the backbone of referee finder and contextual advertising within Scitation platform.

Flexible cores – Lexicon and miner capabilities to accommodate to new requirements/ adjust to new scope horizons keeping the basic functionalities intact.

Real-time versioning, update and change management/tracking systems.