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<h1 class="title">Bilan semaine 18 2025 : 28 avril - 2 mai</h1>
<div class="quarto-categories">
<div class="quarto-category">colBiSBM</div>
<div class="quarto-category">inférence</div>
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<div class="quarto-title-meta-author">
<div class="quarto-title-meta-heading">Auteur·rice</div>
<div class="quarto-title-meta-heading">Affiliation</div>
<div class="quarto-title-meta-contents">
<p class="author">Louis Lacoste <a href="mailto:louis.lacoste@agroparistech.fr" class="quarto-title-author-email"><i class="bi bi-envelope"></i></a> <a href="https://orcid.org/0009-0004-0178-9821" class="quarto-title-author-orcid"> <img src="data:image/png;base64,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"></a></p>
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<div class="quarto-title-meta-contents">
<p class="affiliation">
MIA Paris-Saclay, INRAE, AgroParisTech, Université Paris-Saclay
</p>
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<div>
<div class="quarto-title-meta-heading">Date de publication</div>
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<p class="date">2 mai 2025</p>
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<div class="quarto-title-meta-heading">Modifié</div>
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<p class="date-modified">26 août 2025</p>
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<h2 id="toc-title">Sur cette page</h2>
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<li><a href="#a-faire" id="toc-a-faire" class="nav-link active" data-scroll-target="#a-faire">A faire</a>
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<li><a href="#stratégie-suite-inférence" id="toc-stratégie-suite-inférence" class="nav-link" data-scroll-target="#stratégie-suite-inférence">Stratégie suite : Inférence</a></li>
<li><a href="#rédaction-article" id="toc-rédaction-article" class="nav-link" data-scroll-target="#rédaction-article">Rédaction article</a></li>
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<li><a href="#applications" id="toc-applications" class="nav-link" data-scroll-target="#applications">Applications</a></li>
<li><a href="#autour-de-larticle-et-du-package" id="toc-autour-de-larticle-et-du-package" class="nav-link" data-scroll-target="#autour-de-larticle-et-du-package">Autour de larticle et du package</a></li>
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<li><a href="#jds" id="toc-jds" class="nav-link" data-scroll-target="#jds">JdS</a></li>
<li><a href="#clustering-exhaustif-baldock" id="toc-clustering-exhaustif-baldock" class="nav-link" data-scroll-target="#clustering-exhaustif-baldock">Clustering exhaustif Baldock</a></li>
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<li><a href="#a-continuer" id="toc-a-continuer" class="nav-link" data-scroll-target="#a-continuer">A continuer</a>
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<li><a href="#applications-1" id="toc-applications-1" class="nav-link" data-scroll-target="#applications-1">Applications</a></li>
<li><a href="#simulations-article-1" id="toc-simulations-article-1" class="nav-link" data-scroll-target="#simulations-article-1">Simulations article</a></li>
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<section id="a-faire" class="level2">
<h2 class="anchored" data-anchor-id="a-faire">A faire</h2>
<section id="stratégie-suite-inférence" class="level3">
<h3 class="anchored" data-anchor-id="stratégie-suite-inférence">Stratégie suite : Inférence</h3>
<ul>
<li><p>Lire biblio fournie Julie, Inférence de réseaux : co-occurence</p></li>
<li><p>Papier pour comprendre données</p></li>
<li><p>pbs : variance, bcp de zero, covariables, offset et taxonomie (Reseaux arretes differents niveaux : Genre, OTU …)</p></li>
</ul>
<blockquote class="blockquote">
<p>Combine networks at different taxonomic levels</p>
</blockquote>
<ul>
<li>Inférence + GREMLINS</li>
</ul>
</section>
<section id="rédaction-article" class="level3">
<h3 class="anchored" data-anchor-id="rédaction-article">Rédaction article</h3>
<ul>
<li><p>Relire intro St Clair</p></li>
<li><p>Sinspirer structure pour mon intro</p></li>
<li><p>Trouver biblio intro</p></li>
<li><p>Rédiger lintro</p></li>
<li><p>Regarder les applications pour les collections de réseaux recommender system</p></li>
<li><p>Lire les papiers de Baldock Traveset Souza Cordeniz Trojelsgaard et Gibson</p></li>
<li><p>Dire résultats nettement meilleurs et variabilités inférieures.</p></li>
<li><p>Intégrer les retours de Sophie</p></li>
</ul>
</section>
<section id="simulations-article" class="level3">
<h3 class="anchored" data-anchor-id="simulations-article">Simulations article</h3>
<ul>
<li><p>Comparer sur clustering unipartite avec versions symétriser des par blocs des matrices dadjacences.</p></li>
<li><p>Corriger structure de simus :</p>
<ul>
<li>Pour noisy <span class="math inline">\alpha</span> :
<ul>
<li>Logit pour envoyer la gaussienne vers (0,1)</li>
<li>Beta contrainte dans (0,1)</li>
</ul></li>
<li>Pour noisy links : Générer <code>nb_clustering</code> collections de taille M puis prélever <span class="math inline">\epsilon_{max}n_r n_c</span> liens à inverser puis pour les <span class="math inline">\epsilon &lt; \epsilon_{max}</span> prélever dans la liste des indices afin davoir des perturbations emboitées.</li>
</ul></li>
</ul>
</section>
<section id="applications" class="level3">
<h3 class="anchored" data-anchor-id="applications">Applications</h3>
<ul>
<li>Kmeans sur la densité des réseaux subdoré pour pré-partitionner et <em>clusteriser</em>. Car densités déséquilibrées.</li>
</ul>
<p><a href="figs/density-subdore.png" class="lightbox" data-gallery="quarto-lightbox-gallery-1"><img src="figs/density-subdore.png" class="img-fluid"></a></p>
</section>
<section id="autour-de-larticle-et-du-package" class="level3">
<h3 class="anchored" data-anchor-id="autour-de-larticle-et-du-package">Autour de larticle et du package</h3>
<ul>
<li>Créer des vignettes illustrant par exemple des cas de simulations. <strong>Possible de mettre lexemple dapplication de Sophie sur les réseaux avec gradient durbanisation</strong>.</li>
</ul>
</section>
</section>
<section id="jai-fait" class="level2">
<h2 class="anchored" data-anchor-id="jai-fait">Jai fait</h2>
<section id="jds" class="level3">
<h3 class="anchored" data-anchor-id="jds">JdS</h3>
<ul>
<li>colDEM CSE</li>
</ul>
</section>
<section id="clustering-exhaustif-baldock" class="level3">
<h3 class="anchored" data-anchor-id="clustering-exhaustif-baldock">Clustering exhaustif Baldock</h3>
<ul>
<li><p>Le clustering de toutes les 52 partitions sest fait en 5h30 ! (Mémoïsation)</p></li>
<li><p>Pour iid la meilleure partition avec <span class="math inline">BICL=-9466.911</span> contre <span class="math inline">BICL_{algo} = -9466.873 \pm 0.02205</span> trouvé avec lalgo <img src="figs/partition-iid.svg" class="img-fluid" alt="best_iid"></p></li>
<li><p>Pour <span class="math inline">\pi\rho</span> la meilleure partition avec <span class="math inline">BICL = -9497.92</span> contre <span class="math inline">BICL_{algo} =-9497.92 \pm 0.00009</span> <img src="figs/partition-pirho.svg" class="img-fluid" alt="best_pirho"></p></li>
</ul>
</section>
</section>
<section id="a-continuer" class="level2">
<h2 class="anchored" data-anchor-id="a-continuer">A continuer</h2>
<ul>
<li><p>Résultats simus NA <strong>Erreur pour certaines conditions</strong> : Pour NA robustness générer <code>nb_rep</code> collections de taille <span class="math inline">M=2</span> et prélever <span class="math inline">\epsilon_{max}n_r n_c</span> liens à retirer puis pour les <span class="math inline">\epsilon &lt; \epsilon_{max}</span> prélever dans la liste des indices afin davoir des perturbations emboitées. Il faut que jajoute un mécanisme pour reprendre des conditions qui ont plantés et que je skip dans le future_lapply les conditions déjà traitées (pour avoir la même seed quand je vais exécuter le code). Implémenté les missing steps <em>en attente des résultats MIGALE</em>.</p></li>
<li><p>Lire Biological Networks - François Képès</p></li>
<li><p>Relancer simus dinférence avec n = 240 pour voir si la qualité augmenter (se rassurer). En fait on est déjà à 240, jai relancé avec M = 4 au lieu de M = 2. En attente résultats MIGALE</p></li>
</ul>
<section id="applications-1" class="level3">
<h3 class="anchored" data-anchor-id="applications-1">Applications</h3>
<ul>
<li>Idée Sophie: Regarder clustering de données plantes-pollinisateur selon gradient durbanisation</li>
</ul>
<blockquote class="blockquote">
<p>Sophie a fait une appli qui marche bien et va dans le sens de lanalyse faite (à savoir pas deffet du gradien durbanisation). À continuer pour lintégrer dans larticle !</p>
</blockquote>
</section>
<section id="simulations-article-1" class="level3">
<h3 class="anchored" data-anchor-id="simulations-article-1">Simulations article</h3>
<ul>
<li>Relancer simulations de clustering avec <span class="math inline">M = 30</span><span class="math inline">M_i = 10, \forall i</span>. En attente retour MIGALE Relancer simus clustering avec VEM steps = 10 000 et plus nombreux init pour spectral. Ajouter simu clustering métriques nb sous-collections obtenues. Vérifier les résultats obtenus si ARI = 0. Et augmenter la taille <span class="math inline">M = 30</span> avec <span class="math inline">M_1 = M_2 = M_3 = 10</span>.</li>
</ul>
</section>
</section>
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// Inspect non-navigation links and adorn them if external
var links = window.document.querySelectorAll('a[href]:not(.nav-link):not(.navbar-brand):not(.toc-action):not(.sidebar-link):not(.sidebar-item-toggle):not(.pagination-link):not(.no-external):not([aria-hidden]):not(.dropdown-item):not(.quarto-navigation-tool):not(.about-link)');
for (var i=0; i<links.length; i++) {
const link = links[i];
if (!isInternal(link.href)) {
// undo the damage that might have been done by quarto-nav.js in the case of
// links that we want to consider external
if (link.dataset.originalHref !== undefined) {
link.href = link.dataset.originalHref;
}
}
}
function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
const config = {
allowHTML: true,
maxWidth: 500,
delay: 100,
arrow: false,
appendTo: function(el) {
return el.parentElement;
},
interactive: true,
interactiveBorder: 10,
theme: 'quarto',
placement: 'bottom-start',
};
if (contentFn) {
config.content = contentFn;
}
if (onTriggerFn) {
config.onTrigger = onTriggerFn;
}
if (onUntriggerFn) {
config.onUntrigger = onUntriggerFn;
}
window.tippy(el, config);
}
const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
for (var i=0; i<noterefs.length; i++) {
const ref = noterefs[i];
tippyHover(ref, function() {
// use id or data attribute instead here
let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href');
try { href = new URL(href).hash; } catch {}
const id = href.replace(/^#\/?/, "");
const note = window.document.getElementById(id);
if (note) {
return note.innerHTML;
} else {
return "";
}
});
}
const xrefs = window.document.querySelectorAll('a.quarto-xref');
const processXRef = (id, note) => {
// Strip column container classes
const stripColumnClz = (el) => {
el.classList.remove("page-full", "page-columns");
if (el.children) {
for (const child of el.children) {
stripColumnClz(child);
}
}
}
stripColumnClz(note)
if (id === null || id.startsWith('sec-')) {
// Special case sections, only their first couple elements
const container = document.createElement("div");
if (note.children && note.children.length > 2) {
container.appendChild(note.children[0].cloneNode(true));
for (let i = 1; i < note.children.length; i++) {
const child = note.children[i];
if (child.tagName === "P" && child.innerText === "") {
continue;
} else {
container.appendChild(child.cloneNode(true));
break;
}
}
if (window.Quarto?.typesetMath) {
window.Quarto.typesetMath(container);
}
return container.innerHTML
} else {
if (window.Quarto?.typesetMath) {
window.Quarto.typesetMath(note);
}
return note.innerHTML;
}
} else {
// Remove any anchor links if they are present
const anchorLink = note.querySelector('a.anchorjs-link');
if (anchorLink) {
anchorLink.remove();
}
if (window.Quarto?.typesetMath) {
window.Quarto.typesetMath(note);
}
if (note.classList.contains("callout")) {
return note.outerHTML;
} else {
return note.innerHTML;
}
}
}
for (var i=0; i<xrefs.length; i++) {
const xref = xrefs[i];
tippyHover(xref, undefined, function(instance) {
instance.disable();
let url = xref.getAttribute('href');
let hash = undefined;
if (url.startsWith('#')) {
hash = url;
} else {
try { hash = new URL(url).hash; } catch {}
}
if (hash) {
const id = hash.replace(/^#\/?/, "");
const note = window.document.getElementById(id);
if (note !== null) {
try {
const html = processXRef(id, note.cloneNode(true));
instance.setContent(html);
} finally {
instance.enable();
instance.show();
}
} else {
// See if we can fetch this
fetch(url.split('#')[0])
.then(res => res.text())
.then(html => {
const parser = new DOMParser();
const htmlDoc = parser.parseFromString(html, "text/html");
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> <!-- /content -->
<script>var lightboxQuarto = GLightbox({"closeEffect":"zoom","descPosition":"bottom","loop":false,"openEffect":"zoom","selector":".lightbox"});
(function() {
let previousOnload = window.onload;
window.onload = () => {
if (previousOnload) {
previousOnload();
}
lightboxQuarto.on('slide_before_load', (data) => {
const { slideIndex, slideNode, slideConfig, player, trigger } = data;
const href = trigger.getAttribute('href');
if (href !== null) {
const imgEl = window.document.querySelector(`a[href="${href}"] img`);
if (imgEl !== null) {
const srcAttr = imgEl.getAttribute("src");
if (srcAttr && srcAttr.startsWith("data:")) {
slideConfig.href = srcAttr;
}
}
}
});
lightboxQuarto.on('slide_after_load', (data) => {
const { slideIndex, slideNode, slideConfig, player, trigger } = data;
if (window.Quarto?.typesetMath) {
window.Quarto.typesetMath(slideNode);
}
});
};
})();
</script>
</body></html>