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<!DOCTYPE html>

<title>Research Interests – Personal Website - Shipeng Sun</title>

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</a>

<span class="navbar-title">Live Simply in a Complex World</span>

</a>

</div>

</button>

</i>

</li>

</i>

</li>

</i>

<span class="menu-text">Research</span>

</a>

<li>

</i>

<span class="dropdown-text">Publication</span></a>

</li>

<li>

</i>

<span class="dropdown-text">Portfolio</span></a>

</li>

<li>

</i>

<span class="dropdown-text">Download</span></a>

</li>

</ul>

</li>

</i>

<span class="menu-text">Teaching</span></a>

</li>

</i>

<span class="menu-text">About</span></a>

</li>

</i>

<span class="menu-text">Social Media</span>

</a>

<li>

</i>

<span class="dropdown-text">Geography@Hunter</span></a>

</li>

<li>

</i>

<span class="dropdown-text">Shipeng Sun</span></a>

</li>

<li>

</i>

<span class="dropdown-text">Source Code</span></a>

</li>

<li>

</i>

<span class="dropdown-text">Observable</span></a>

</li>

</ul>

</li>

</ul>

</div>

</div>

</div>

</nav>

</header>

</div>

<h1 class="title">Research Interests</h1>

</div>

</div>

</header>

<ul>

<li><p>GIS Algorithms, geovisualization, sociospatial network analysis, and GIScience; </p></li>

<li><p>Geocomputation, agent-based complexity modeling, and deep learning and GeoAI;</p></li>

<li><p>Coupled human-environment systems, intraurban migration, land use change, and urban geography.</p></li>

</ul>

<div>

<div>

<pre class="mermaid mermaid-js">flowchart TB

subgraph g1[a]

direction TB

gg1[["`***Geographic Information Science***`"]]

gis1(GIS Algorithms)

gis2(Geovisualization)

gis3(Sociospatial Network Analysis)

gg1 --- gis1

gg1 --- gis2

gg1 --- gis3

end

subgraph g2[b]

direction TB

gg2[["`***Spatial Analysis & Modeling***`"]]

sam1(Agent-based Complexity Modeling)

sam2(Geocomputation)

sam3(Machine Learning and GeoAI)

gg2 --- sam1

gg2 --- sam2

gg2 --- sam3

end

subgraph g3["c"]

direction TB

%%gg3@{ shape: processes, label: "Human-Environment Systems" }

gg3[["`***Human-Environment Systems***`"]]

hes1(Urban Gegoraphy)

hes2(Land Use Change)

hes3(Intraurban Migration)

hes4(Land and Housing Markets)

gg3---hes1

gg3---hes2

hes1<--->hes3

hes2<--->hes4

end

g1<--->g2

g2<--->g3

</pre>

</div>

</div>

</main>

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const note = htmlDoc.getElementById(id);

if (note !== null) {

const html = processXRef(id, note);

instance.setContent(html);

}

}).finally(() => {

instance.enable();

instance.show();

});

}

} else {

// See if we can fetch a full url (with no hash to target)

// This is a special case and we should probably do some content thinning / targeting

fetch(url)

.then(res => res.text())

.then(html => {

const parser = new DOMParser();

const htmlDoc = parser.parseFromString(html, "text/html");

const note = htmlDoc.querySelector('main.content');

if (note !== null) {

// This should only happen for chapter cross references

// (since there is no id in the URL)

// remove the first header

if (note.children.length > 0 && note.children[0].tagName === "HEADER") {

note.children[0].remove();

}

const html = processXRef(null, note);

instance.setContent(html);

}

}).finally(() => {

instance.enable();

instance.show();

});

}

}, function(instance) {

});

}

let selectedAnnoteEl;

const selectorForAnnotation = ( cell, annotation) => {

let cellAttr = 'data-code-cell="' + cell + '"';

let lineAttr = 'data-code-annotation="' + annotation + '"';

const selector = 'span[' + cellAttr + '][' + lineAttr + ']';

return selector;

}

const selectCodeLines = (annoteEl) => {

const doc = window.document;

const targetCell = annoteEl.getAttribute("data-target-cell");

const targetAnnotation = annoteEl.getAttribute("data-target-annotation");

const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));

const lines = annoteSpan.getAttribute("data-code-lines").split(",");

const lineIds = lines.map((line) => {

return targetCell + "-" + line;

})

let top = null;

let height = null;

let parent = null;

if (lineIds.length > 0) {

//compute the position of the single el (top and bottom and make a div)

const el = window.document.getElementById(lineIds[0]);

top = el.offsetTop;

height = el.offsetHeight;

parent = el.parentElement.parentElement;

if (lineIds.length > 1) {

const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);

const bottom = lastEl.offsetTop + lastEl.offsetHeight;

height = bottom - top;

}

if (top !== null && height !== null && parent !== null) {

// cook up a div (if necessary) and position it

let div = window.document.getElementById("code-annotation-line-highlight");

if (div === null) {

div = window.document.createElement("div");

div.setAttribute("id", "code-annotation-line-highlight");

div.style.position = 'absolute';

parent.appendChild(div);

}

div.style.top = top - 2 + "px";

div.style.height = height + 4 + "px";

div.style.left = 0;

let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");

if (gutterDiv === null) {

gutterDiv = window.document.createElement("div");

gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");

gutterDiv.style.position = 'absolute';

const codeCell = window.document.getElementById(targetCell);

const gutter = codeCell.querySelector('.code-annotation-gutter');

gutter.appendChild(gutterDiv);

}

gutterDiv.style.top = top - 2 + "px";

gutterDiv.style.height = height + 4 + "px";

}

selectedAnnoteEl = annoteEl;

}

};

const unselectCodeLines = () => {

const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];

elementsIds.forEach((elId) => {

const div = window.document.getElementById(elId);

if (div) {

div.remove();

}

});

selectedAnnoteEl = undefined;

};

// Handle positioning of the toggle

window.addEventListener(

"resize",

throttle(() => {

elRect = undefined;

if (selectedAnnoteEl) {

selectCodeLines(selectedAnnoteEl);

}

}, 10)

);

function throttle(fn, ms) {

let throttle = false;

let timer;

return (...args) => {

if(!throttle) { // first call gets through

fn.apply(this, args);

throttle = true;

} else { // all the others get throttled

if(timer) clearTimeout(timer); // cancel #2

timer = setTimeout(() => {

fn.apply(this, args);

timer = throttle = false;

}, ms);

}

};

}

// Attach click handler to the DT

const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');

for (const annoteDlNode of annoteDls) {

annoteDlNode.addEventListener('click', (event) => {

const clickedEl = event.target;

if (clickedEl !== selectedAnnoteEl) {

unselectCodeLines();

const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');

if (activeEl) {

activeEl.classList.remove('code-annotation-active');

}

selectCodeLines(clickedEl);

clickedEl.classList.add('code-annotation-active');

} else {

// Unselect the line

unselectCodeLines();

clickedEl.classList.remove('code-annotation-active');

}

});

}

const findCites = (el) => {

const parentEl = el.parentElement;

if (parentEl) {

const cites = parentEl.dataset.cites;

if (cites) {

return {

el,

cites: cites.split(' ')

};

} else {

return findCites(el.parentElement)

}

} else {

return undefined;

}

};

var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');

for (var i=0; i<bibliorefs.length; i++) {

const ref = bibliorefs[i];

const citeInfo = findCites(ref);

if (citeInfo) {

tippyHover(citeInfo.el, function() {

var popup = window.document.createElement('div');

citeInfo.cites.forEach(function(cite) {

var citeDiv = window.document.createElement('div');

citeDiv.classList.add('hanging-indent');

citeDiv.classList.add('csl-entry');

var biblioDiv = window.document.getElementById('ref-' + cite);

if (biblioDiv) {

citeDiv.innerHTML = biblioDiv.innerHTML;

}

popup.appendChild(citeDiv);

});

return popup.innerHTML;

});

}

});

</script>

</div>

</i>

</a>

</li>

</i>

</a>

</li>

</i>

</a>

</li>

</ul>

</div>

</div>

<p>Last updated: March 12, 2026</p>

</div>

</footer>

</body></html>

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