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Product Recommendation

10 papers with code · Miscellaneous
Subtask of Ecommerce

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Representation Learning for Attributed Multiplex Heterogeneous Network

5 May 2019THUDM/GATNE

Network embedding (or graph embedding) has been widely used in many real-world applications.

GRAPH EMBEDDING LINK PREDICTION NETWORK EMBEDDING PRODUCT RECOMMENDATION

RecoGym: A Reinforcement Learning Environment for the problem of Product Recommendation in Online Advertising

2 Aug 2018criteo-research/reco-gym

Recommender Systems are becoming ubiquitous in many settings and take many forms, from product recommendation in e-commerce stores, to query suggestions in search engines, to friend recommendation in social networks.

PRODUCT RECOMMENDATION RECOMMENDATION SYSTEMS

MILDNet: A Lightweight Single Scaled Deep Ranking Architecture

3 Mar 2019gofynd/mildnet

Inspired by the fact that successive CNN layers represent the image with increasing levels of abstraction, we compressed our deep ranking model to a single CNN by coupling activations from multiple intermediate layers along with the last layer.

FINE-GRAINED VISUAL RECOGNITION IMAGE RETRIEVAL PRODUCT RECOMMENDATION RECOMMENDATION SYSTEMS

Retrieving Similar E-Commerce Images Using Deep Learning

11 Jan 2019gofynd/mildnet

In this paper, we propose a deep convolutional neural network for learning the embeddings of images in order to capture the notion of visual similarity.

FINE-GRAINED VISUAL RECOGNITION IMAGE RETRIEVAL PRODUCT RECOMMENDATION RECOMMENDATION SYSTEMS

TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network

26 Jan 2020mickeystroller/TaxoExpan

Taxonomies consist of machine-interpretable semantics and provide valuable knowledge for many web applications.

PRODUCT RECOMMENDATION

Logo-2K+: A Large-Scale Logo Dataset for Scalable Logo Classification

11 Nov 2019msn199959/Logo-2k-plus-Dataset

Moreover, we propose a Discriminative Region Navigation and Augmentation Network (DRNA-Net), which is capable of discovering more informative logo regions and augmenting these image regions for logo classification.

DATA AUGMENTATION PRODUCT RECOMMENDATION

Complete the Look: Scene-based Complementary Product Recommendation

CVPR 2019 kang205/STL-Dataset

We design an approach to extract training data for this task, and propose a novel way to learn the scene-product compatibility from fashion or interior design images.

PRODUCT RECOMMENDATION

Low-Rank Factorization of Determinantal Point Processes for Recommendation

17 Feb 2016mankmonjre/k-DPP-reco-engine

In this work we present a new method for learning the DPP kernel from observed data using a low-rank factorization of this kernel.

POINT PROCESSES PRODUCT RECOMMENDATION

Adaptive Sequence Submodularity

NeurIPS 2019 ehsankazemi/adaptiveSubseq

In many machine learning applications, one needs to interactively select a sequence of items (e. g., recommending movies based on a user's feedback) or make sequential decisions in a certain order (e. g., guiding an agent through a series of states).

DECISION MAKING LINK PREDICTION PRODUCT RECOMMENDATION

Adaptive Sequence Submodularity

NeurIPS 2019 ehsankazemi/adaptiveSubseq

In many machine learning applications, one needs to interactively select a sequence of items (e. g., recommending movies based on a user's feedback) or make sequential decisions in a certain order (e. g., guiding an agent through a series of states).

DECISION MAKING LINK PREDICTION PRODUCT RECOMMENDATION