Samsung Electronics Co., Ltd.

Tata Consultancy Services Limited

Ankit Sharma

Gurmanjeet Singh Sidhu

Gautam Shroff

Lovekesh Vig

Pankaj Malhotra

Garima Gupta

Priyanka Gupta

Arnab Chatterjee

Manish Kumar Prajapati

Himanshu Sharma

Sanat Sharma

Ranjitha Prasad

Aniroop Mathur

Pradip Bepari

This present disclosure provides a method for generating diagrammatic representation of an area. The method includes obtaining, by an electronic device (), sensor data over a period of time of a plurality of locations of the area. Further, the method includes generating, by the electronic device (), a heat map of the sensor data of each of the location of the area. Further, the method includes generating, by the electronic device (), the diagrammatic representation of the area based on the heat map of the sensor data.

Method for generating diagrammatic representation of area and electronic device thereof

Recommender Systems (RS) tend to recommend more popular items instead of the relevant long-tail items. Mitigating such popularity bias is crucial to ensure that less popular but relevant items are recommended. System described herein analyses popularity bias in session-based RS obtained via deep learning (DL) models. DL models trained on historical user-item interactions in session logs (having long-tailed item-click distributions) tend to amplify popularity bias. To understand source of this bias amplification, potential sources of bias at data-generation stage (user-item interactions captured as session logs) and model training stage are considered by the system for recommendation wherein popularity of item has causal effect on user-item interactions via conformity bias, and item ranking from models via biased training process due to class imbalance. While most existing approaches address only one of these effects, a comprehensive causal inference framework is implemented by present disclosure that identifies and mitigates effects at both stages.

System, method, and non-transitory machine-readable information storage medium for recommendations of items and controlling an associated bias thereof

A method of providing network service to a user equipment (UE) may be provided. The method may include identifying an event associated with a first subscriber identity module (SIM) from a plurality of SIMs, wherein the event includes at least one of: non-availability of a network service over the first SIM, a condition that a critical data session is on-going for at least one application associated with at least one SIM from the plurality of SIMs in the UE, and a condition that a power saving criterion is met. Further, creating an enhanced packet data gateway (ePDG) interface for the first SIM using a physical interface as mobile network of a second SIM from the plurality of SIMs, and providing the network service associated with the first SIM using the ePDG interface.

Method and system for providing communication service in user equipment using data network

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Noida, India

Ankit Sharma