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---
layout: project
title: AI for Mental Health
---
<style>
.card {
border-color: lightgray;
border-radius:1rem;
-webkit-transition: transform 200ms ease-in-out;
-moz-transition: transform 200ms ease-in-out;
-o-transition: transform 200ms ease-in-out;
transition: 200ms ease-in-out;
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.card:hover {
border-color: transparent;
transform: translateY(-5px);
box-shadow: 0 .5rem 1rem #428bca;
}
.card-body {
padding-bottom: 0;
}
.card-footer {
padding: .75rem 1.25rem;
background-color: transparent;
border-top: transparent;
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</style>
<a href="{{ site.base }}/research.html">Research</a> > AI for Mental Health
<div class="container mt-5">
<div class="card-deck">
<div class="card mb-4 text-dark text-decoration-none">
<div class="card-body">
<h3 class="card-title">Counseling Dialogue Understanding</h3>
<div class="mb-1 text-muted"></div>
<div class="card-text d-inline-block">Given a sequence of utterances from the counseling dialogue, the task is to understand the dialogue-acts and response-acts. These acts are further exploited to generate effective response generation.</div>
<!-- <br/><br/>
<a href="{{ site.base }}/projects5/multimodal_sarcasm.html"><b>Explore more</b></a> -->
</div>
<div class="card-footer">
<hr class="solid">
<small class="text-muted">Publications: <span style="color: brown;"> <b>WSDM 2022</b></span></small>
</div>
</div>
<div class="card mb-4 text-dark text-decoration-none">
<div class="card-body">
<h3 class="card-title">Counseling Dialogue Summarization</h3>
<div class="mb-1 text-muted"></div>
<div class="card-text d-inline-block">Given a sequence of counseling dialogue, the task is to generate a dialogue summary aka counseling note corresponding to each session.</div>
<!-- <br/><br/> -->
<!-- <a href="{{ site.base }}/projects5/multimodal_summarization.html"><b>Explore more</b></a> -->
</div>
<div class="card-footer">
<hr class="solid">
<small class="text-muted">Publications: <span style="color: brown;"> <b>KDD 2022</b></span></small>
</div>
</div>
</div>
</div>
<div class="container mt-5">
<div class="card-deck">
<div class="card mb-4 text-dark text-decoration-none">
<div class="card-body">
<h3 class="card-title">Counseling Dialogue Generation</h3>
<div class="mb-1 text-muted"></div>
<div class="card-text d-inline-block"> Given a context of counseling dialogue, our focus is on exploiting reinforcement learning and domain knowledge to generate effective responses.</div>
<!-- <br/><br/>
<a href="{{ site.base }}/projects5/multimodal_meme.html"><b>Explore more</b></a> -->
</div>
<div class="card-footer">
<hr class="solid">
<small class="text-muted">Publications: <span style="color: brown;"> <b>WWWW 2023</b></span></small>
</div>
</div>
<div class="card mb-4 text-dark text-decoration-none">
<div class="card-body">
<h3 class="card-title">Counseling Analysis</h3>
<div class="mb-1 text-muted"></div>
<div class="card-text d-inline-block"> We work on analyzing counseling conversations in multiple counseling methods, including individual and peer counseling methods. The agenda is to understand users' behavior viz. intents, criticism, readability during discussions on symptoms, reasoning, gender, patient story, etc., on online mental health communities and virtual mental health assistants for effective counseling.</div>
<!-- <br/><br/>
<a href="{{ site.base }}/projects5/multimodal_meme.html"><b>Explore more</b></a> -->
</div>
<div class="card-footer">
<hr class="solid">
<small class="text-muted">Publications: <span style="color: brown;"> <b>ICWSM 2022</b></span></small>
</div>
</div>
</div>
</div>