Multi-output Headed Ensembles for Product Item Classification

no code implementations • 29 Jul 2023 • Hotaka Shiokawa, Pradipto Das, Arthur Toth, Justin Chiu

This problem of taxonomy classification becomes highly pronounced due to the unavailability of sizable curated training sets.

Classification Feature Engineering +1

Web-Scale Language-Independent Cataloging of Noisy Product Listings for E-Commerce

no code implementations • EACL 2017 • Pradipto Das, Y Xia, i, Aaron Levine, Giuseppe Di Fabbrizio, Ankur Datta

The cataloging of product listings through taxonomy categorization is a fundamental problem for any e-commerce marketplace, with applications ranging from personalized search recommendations to query understanding.

Product Categorization Topic Models

Large-Scale Categorization of Japanese Product Titles Using Neural Attention Models

no code implementations • EACL 2017 • Y Xia, i, Aaron Levine, Pradipto Das, Giuseppe Di Fabbrizio, Keiji Shinzato, Ankur Datta

We propose a variant of Convolutional Neural Network (CNN) models, the Attention CNN (ACNN); for large-scale categorization of millions of Japanese items into thirty-five product categories.

Feature Engineering Product Categorization +1

A Thousand Frames in Just a Few Words: Lingual Description of Videos through Latent Topics and Sparse Object Stitching

no code implementations • CVPR 2013 • Pradipto Das, Chenliang Xu, Richard F. Doell, Jason J. Corso

The problem of describing images through natural language has gained importance in the computer vision community.

Video Description