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  2. Adversarial Graph Embeddings for Fair Influence Maximization over…

    https://mlg.eng.cam.ac.uk/adrian/IJCAI20_AdversarialGraphEmbeddings.pdf
    19 Jun 2024: distributions of nodes from A and B in the embedding space(to have |UA||A|. ... Group AGroup BGroup AGroup B. (b) The fractions of influencednodes in the two groups.
  3. 27 Jan 2023: Ü Ø Þö øùú ì ùûD. Þ. üýeþgÿþgÿeþ CÿTþlýeþgÿÿ "!#$Tý%þ&' GÿlÿTþ(ÿ)&%"vÿTþ(,.-0/ÿvÿ (132546,Tý7!#3 ( 8qþ9:8;78qþ ( =<3 <>!9eÿþ 78;@8qþ( = A%þ(B!#BTýDCZþFE:!GH7IJJ% ... ªº O - ¤ b B» z ¤ £ x y z ¤ O £ x x y
  4. 27 Jan 2023: Ü Ø Þö øùú ì ùûD. Þ. üýeþgÿþgÿeþ CÿTþlýeþgÿÿ "!#$Tý%þ&' GÿlÿTþ(ÿ)&%"vÿTþ(,.-0/ÿvÿ (132546,Tý7!#3 ( 8qþ9:8;78qþ ( =<3 <>!9eÿþ 78;@8qþ( = A%þ(B!#BTýDCZþFE:!GH7IJJ% ... ªº O - ¤ b B» z ¤ £ x y z ¤ O £ x x y
  5. gf2gp.dvi

    https://mlg.eng.cam.ac.uk/zoubin/papers/gf2gp.pdf
    27 Jan 2023: vNm4y=Zvx|¥zkkzpwMv¥zBkZz}BkvNtpkMp8emvwvxmzzkZB|kuB'kumkvzy=wDpw yQvzkum wDpwp k kVBNp Mv kumvzMkzp wDpw BkMpz Bv zkkB|kumBkzpmZkvxV}kv8tpZºA@.B B Pµumk B ªºmvxMwDpwzpmZkvx}BkvNtpkºµkuVkx|vxmvxkevxmM}m|vNmpwDDp ... D 0.
  6. Semi-Supervised Learning Using Gaussian Fields and Harmonic Functions

    https://mlg.eng.cam.ac.uk/pub/pdf/ZhuGhaLaf03a.pdf
    13 Feb 2023: T _ b: _ b T. T _ b. T _ b is the entropy of the field at the individual unlabeled datapoint b. ... The gradient is computed as [ W! VK X j. T _ b_ b: _ b [ W (12)where the values. _
  7. Gaussian Process

    https://mlg.eng.cam.ac.uk/teaching/4f13/2324/gaussian%20process.pdf
    19 Nov 2023: p(x, y) = p([ x. y. ])= N. ([ ab. ],[. A B. B> C. ]),. we get the marginal distribution of x, p(x) by. ... For Gaussians:. p(fn, f<n) = N([ a. b. ],[A B. B> C. ])=.
  8. psb04.dvi

    https://mlg.eng.cam.ac.uk/pub/pdf/DubHwaRanetal04.pdf
    13 Feb 2023: A tX ¿Î;BgªQµ|XXºJ X D«OVirª"µrXÀiiD e@ ) B b_µrªiDj_«_|«OXº_µr ªeµrX ß««_0;«OjiDªµDiÀXirÑ e@!Xr 8 /ªQµ|XD3 a«_#e«O;_µ;«_jªc_ ¿ Ì ... 81È»µr|O_e«_'X;¿B«_»_B&«_B_#XD«ªr_e«_DÀXº{_µrG6ÑH1IÒOÃjrDª@;É_µ"_µ
  9. 4F13 Machine Learning: Coursework #3: Latent Dirichlet Allocation…

    https://mlg.eng.cam.ac.uk/teaching/4f13/1213/cw/coursework3.pdf
    19 Nov 2023: How manydocuments, how many words and how many unique words are there in A, in B and in the union of Aand B? ... What is theper-word perplexity over all documents in B? f) 10% : What would the perplexity be for a uniform multinomial?
  10. Background material crib-sheet Iain Murray , October 2003 Here ...

    https://mlg.eng.cam.ac.uk/teaching/4f13/cribsheet.pdf
    19 Nov 2023: P (A = a|B = b) is the probability A = a occurs given the knowledge B = b. ... Note. a P (A = a, B = b|H) =. P (B = b|H) gives the normalising constant of proportionality.
  11. 27 Jan 2023: ä6-? <@ #, B D: àÊ @ # 26 D $ @ #, 26 D àÊ B <B à0à. ... û84åN<Bå 36ê è 84åëN-ò09<B3 9;54ëNå- è 84å-014êBåN<Hò09 è 36-05£54-3êBå 3ê è 84å> 9 è <H3 âè <Y954êBã:-êHå2952ì B B 36ê è 82å>

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