Search Results for author: Deepak P

Found 25 papers, 1 papers with code

AI Safety: Necessary, but insufficient and possibly problematic

no code implementations26 Mar 2024 Deepak P

This article critically examines the recent hype around AI safety.

AI and Core Electoral Processes: Mapping the Horizons

no code implementations7 Feb 2023 Deepak P, Stanley Simoes, Muiris MacCarthaigh

In this paper, we consider five representative avenues within the core electoral process which have potential for AI usage, and map the challenges involved in using AI within them.

Management

Cluster-level Group Representativity Fairness in $k$-means Clustering

no code implementations29 Dec 2022 Stanley Simoes, Deepak P, Muiris MacCarthaigh

There has been much interest recently in developing fair clustering algorithms that seek to do justice to the representation of groups defined along sensitive attributes such as race and gender.

Clustering Fairness

Gender Bias in Fake News: An Analysis

no code implementations24 Sep 2022 Navya Sahadevan, Deepak P

Data science research into fake news has gathered much momentum in recent years, arguably facilitated by the emergence of large public benchmark datasets.

Why are NLP Models Fumbling at Elementary Math? A Survey of Deep Learning based Word Problem Solvers

no code implementations31 May 2022 Sowmya S Sundaram, Sairam Gurajada, Marco Fisichella, Deepak P, Savitha Sam Abraham

From the latter half of the last decade, there has been a growing interest in developing algorithms for automatically solving mathematical word problems (MWP).

Math Mathematical Reasoning

Exploring Rawlsian Fairness for K-Means Clustering

no code implementations4 May 2022 Stanley Simoes, Deepak P, Muiris MacCarthaigh

Our focus is on the task of clustering, specifically the k-means clustering algorithm.

Clustering Fairness

FiSH: Fair Spatial Hotspots

no code implementations1 Jun 2021 Deepak P, Sowmya S Sundaram

Pervasiveness of tracking devices and enhanced availability of spatially located data has deepened interest in using them for various policy interventions, through computational data analysis tasks such as spatial hot spot detection.

Fairness

Exploring Thematic Coherence in Fake News

no code implementations16 Dec 2020 Martins Samuel Dogo, Deepak P, Anna Jurek-Loughrey

The spread of fake news remains a serious global issue; understanding and curtailing it is paramount.

Topic Models

ReSCo-CC: Unsupervised Identification of Key Disinformation Sentences

no code implementations21 Oct 2020 Soumya Suvra Ghosal, Deepak P, Anna Jurek-Loughrey

Disinformation is often presented in long textual articles, especially when it relates to domains such as health, often seen in relation to COVID-19.

Sentence

Representativity Fairness in Clustering

no code implementations11 Oct 2020 Deepak P, Savitha Sam Abraham

We illustrate the importance of representativity fairness in real-world decision making scenarios involving clustering and provide ways of quantifying objects' representativity and fairness over it.

Clustering Decision Making +1

Local Connectivity in Centroid Clustering

no code implementations11 Oct 2020 Deepak P

Clustering is a fundamental task in unsupervised learning, one that targets to group a dataset into clusters of similar objects.

Clustering Fairness

Whither Fair Clustering?

no code implementations8 Jul 2020 Deepak P

Within the relatively busy area of fair machine learning that has been dominated by classification fairness research, fairness in clustering has started to see some recent attention.

Clustering Fairness +1

Fair Outlier Detection

no code implementations20 May 2020 Deepak P, Savitha Sam Abraham

Being a novel task, we develop an evaluation framework for fair outlier detection, and use that to benchmark FairLOF on quality and fairness of results.

Fairness Outlier Detection

Unsupervised Separation of Native and Loanwords for Malayalam and Telugu

no code implementations12 Feb 2020 Sridhama Prakhya, Deepak P

Quite often, words from one language are adopted within a different language without translation; these words appear in transliterated form in text written in the latter language.

Translation

Fairness in Clustering with Multiple Sensitive Attributes

no code implementations11 Oct 2019 Savitha Sam Abraham, Deepak P, Sowmya S Sundaram

Our experimental evaluation illustrates that the clusters generated by FairKM fare significantly better on both clustering quality and fair representation of sensitive attribute groups compared to the clusters from a state-of-the-art baseline fair clustering method.

Attribute Clustering +1

On the Coherence of Fake News Articles

1 code implementation26 Jun 2019 Iknoor Singh, Deepak P, Anoop K

The generation and spread of fake news within new and online media sources is emerging as a phenomenon of high societal significance.

Warping Resilient Scalable Anomaly Detection in Time Series

no code implementations12 Jun 2019 Abilasha S, Sahely Bhadra, Deepak P, Anish Mathew

These two challenges make it hard to detect anomalies in time series as often such warpings could get detected as anomalies erroneously.

Anomaly Detection Computational Efficiency +5

Topic-Specific Sentiment Analysis Can Help Identify Political Ideology

no code implementations WS 2018 Sumit Bhatia, Deepak P

Ideological leanings of an individual can often be gauged by the sentiment one expresses about different issues.

Sentiment Analysis

Unsupervised Separation of Transliterable and Native Words for Malayalam

no code implementations WS 2017 Deepak P

Differentiating intrinsic language words from transliterable words is a key step aiding text processing tasks involving different natural languages.

Latent Space Embedding for Retrieval in Question-Answer Archives

no code implementations EMNLP 2017 Deepak P, Dinesh Garg, Shirish Shevade

The idea is that such a space mirrors semantic similarity among questions as well as answers, thereby enabling high quality retrieval.

Question Answering Retrieval +4

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