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Penerapan Data Mining Untuk Merekomendasikan Seri Produk NAS Kepada Calon Konsumen Toko Storage Menggunakan Algoritma Multinomial Naïve Bayes 数据挖掘应用商店推荐消费者对未来的NAS产品系列存储使用‘Multinomial¯有一个贝叶斯算法
IF 1 3区 数学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING Pub Date : 2022-09-15 DOI: 10.31253/algor.v4i1.1498
Fernando Verdy Sunata, S. Hariyanto, Dicky Surya Dwi Putra, Hartana Wijaya
Toko Storage merupakan nama dagang yang digunakan oleh PT. Distributor Trimitra Indonesia untuk menjual berbagai macam produk NAS (Network Attached Storage). Banyaknya produk NAS yang dijual dengan harga dan spesifikasi yang berbeda-beda, terkadang membuat bingung bahkan membuat calon konsumen kesulitan dalam memilih produk NAS yang tepat. Sehingga tidak jarang dari mereka yang bertanya mengenai rekomendasi NAS kepada admin toko. Proses pemberian rekomendasi dilakukan melalui sesi tanya jawab terkait dengan kebutuhan NAS. Proses pemberian rekomendasi terkadang memakan waktu yang lama karena harus menunggu jawaban dari calon konsumen. Karena itu, dilakukan penelitian yang bertujuan untuk merancang sebuah sistem yang mampu memberikan rekomendasi seri produk NAS kepada calon konsumen dengan menerapkan metode data mining dan algoritma multinomial naïve bayes (MNB). Hasil dari penerapan metode dan algoritma yang digunakan terbukti berhasil diimplementasikan pada data yang digunakan, hal ini dibuktikan dari hasil pengujian dan evaluasi yang dilakukan menggunakan bantuan aplikasi Weka yang menghasilkan nilai akurasi sebesar 95,5556%. Hasil akhir dari penelitian ini berupa rancangan sistem rekomendasi seri produk NAS berbasis web yang dapat digunakan oleh pengguna untuk mendapatkan rekomendasi seri produk NAS secara cepat dan tepat, hanya dengan memasukan kriteria NAS yang dicari.
存储店是印尼分销商Trimitra用来销售各种NAS产品的商标。以不同的价格和规格销售的NAS产品的数量有时会让消费者感到困惑,甚至让潜在消费者难以选择合适的NAS产品。因此,向商店管理员询问NAS的推荐并不罕见。推荐过程是通过与NAS需求相关的问答环节进行的。推荐过程有时需要很长时间,因为它必须等待潜在消费者的答案。因此,旨在设计一个系统的研究能力进行NAS产品系列推荐给潜在消费者应用数据挖掘方法和‘multinomial¯有一个贝叶斯算法(MNB)。使用的方法和算法的应用结果被证明是成功地应用于所使用的数据的,这可以从Weka应用程序帮助下的测试和评估中得到证明,这些测试和评估产生了95.5556%的准确性值。本研究的最终结果是基于基于web的NAS产品系列推荐系统的设计,用户可以通过输入所需的NAS标准来快速、准确地获得NAS系列推荐系统。
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引用次数: 0
On the clique number of noisy random geometric graphs 噪声随机几何图的团数
IF 1 3区 数学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING Pub Date : 2022-08-22 DOI: 10.1002/rsa.21134
Matthew Kahle, Minghao Tian, Yusu Wang
Let Gn$$ {G}_n $$ be a random geometric graph, and then for q,p∈[0,1)$$ q,pin left[0,1right) $$ we construct a (q,p)$$ left(q,pright) $$ ‐perturbed noisy random geometric graph Gnq,p$$ {G}_n^{q,p} $$ where each existing edge in Gn$$ {G}_n $$ is removed with probability q$$ q $$ , while and each non‐existent edge in Gn$$ {G}_n $$ is inserted with probability p$$ p $$ . We give asymptotically tight bounds on the clique number ωGnq,p$$ omega left({G}_n^{q,p}right) $$ for several regimes of parameter.
设Gn $$ {G}_n $$为随机几何图,然后对于q,p∈[0,1)$$ q,pin left[0,1right) $$,我们构造一个(q,p) $$ left(q,pright) $$‐摄动噪声随机几何图Gnq,p $$ {G}_n^{q,p} $$,其中Gn $$ {G}_n $$中每条存在的边以概率q $$ q $$被移除,而Gn $$ {G}_n $$中每条不存在的边以概率p $$ p $$被插入。我们给出了若干参数区团数ωGnq,p $$ omega left({G}_n^{q,p}right) $$的渐近紧界。
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引用次数: 3
The number of bounded‐degree spanning trees 有界度生成树的数目
IF 1 3区 数学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING Pub Date : 2022-07-29 DOI: 10.1002/rsa.21118
R. Yuster
For a graph G$$ G $$ , let ck(G)$$ {c}_k(G) $$ be the number of spanning trees of G$$ G $$ with maximum degree at most k$$ k $$ . For k≥3$$ kge 3 $$ , it is proved that every connected n$$ n $$ ‐vertex r$$ r $$ ‐regular graph G$$ G $$ with r≥nk+1$$ rge frac{n}{k+1} $$ satisfies ck(G)1/n≥(1−on(1))r·zk,$$ {c}_k{(G)}^{1/n}ge left(1-{o}_n(1)right)rcdotp {z}_k, $$where zk>0$$ {z}_k>0 $$ approaches 1 extremely fast (e.g., z10=0.999971$$ {z}_{10}=0.999971 $$ ). The minimum degree requirement is essentially tight as for every k≥2$$ kge 2 $$ there are connected n$$ n $$ ‐vertex r$$ r $$ ‐regular graphs G$$ G $$ with r=⌊n/(k+1)⌋−2$$ r=leftlfloor n/left(k+1right)rightrfloor -2 $$ for which ck(G)=0$$ {c}_k(G)=0 $$ . Regularity may be relaxed, replacing r$$ r $$ with the geometric mean of the degree sequence and replacing zk$$ {z}_k $$ with zk∗>0$$ {z}_k^{ast }>0 $$ that also approaches 1, as long as the maximum degree is at most n(1−(3+ok(1))lnk/k)$$ nleft(1-left(3+{o}_k(1)right)sqrt{ln k/k}right) $$ . The same holds with no restriction on the maximum degree as long as the minimum degree is at least nk(1+ok(1))$$ frac{n}{k}left(1+{o}_k(1)right) $$ .
对于图G $$ G $$,设ck(G) $$ {c}_k(G) $$为G $$ G $$最大度不超过k $$ k $$的生成树的个数。对于k≥3 $$ kge 3 $$,证明了每个连通的n $$ n $$‐顶点r $$ r $$‐正则图G $$ G $$,且r≥nk+1 $$ rge frac{n}{k+1} $$满足ck(G)1/n≥(1−on(1))r·zk, $$ {c}_k{(G)}^{1/n}ge left(1-{o}_n(1)right)rcdotp {z}_k, $$其中zk>0 $$ {z}_k>0 $$极快地逼近1(例如z10=0.999971 $$ {z}_{10}=0.999971 $$)。最小度要求本质上是严格的,因为对于每个k≥2 $$ kge 2 $$,存在连接的n个$$ n $$‐顶点r $$ r $$‐正则图G $$ G $$,其中r=⌊n/(k+1)⌋−2 $$ r=leftlfloor n/left(k+1right)rightrfloor -2 $$,其中ck(G)=0 $$ {c}_k(G)=0 $$。正则性可以放宽,用度序列的几何平均值代替r $$ r $$,用同样趋近于1的zk * >0 $$ {z}_k^{ast }>0 $$代替zk $$ {z}_k $$,只要最大度不超过n(1−(3+ok(1))lnk/k) $$ nleft(1-left(3+{o}_k(1)right)sqrt{ln k/k}right) $$。只要最小度至少为nk(1+ok(1)) $$ frac{n}{k}left(1+{o}_k(1)right) $$,则对最大度没有限制。
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引用次数: 0
Heilbronn triangle‐type problems in the unit square [0,1]2 单位平方中的Heilbronn三角形型问题[0,1
IF 1 3区 数学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING Pub Date : 2022-07-25 DOI: 10.1002/rsa.21109
F. Benevides, C. Hoppen, H. Lefmann, Knut Odermann
The Heilbronn triangle problem is a classical geometrical problem that asks for a placement of n$$ n $$ points in the unit square [0,1]2$$ {left[0,1right]}^2 $$ that maximizes the smallest area of a triangle formed by three of those points. This problem has natural generalizations. For an integer k≥3$$ kge 3 $$ and a set 𝒫 of n$$ n $$ points in [0,1]2$$ {left[0,1right]}^2 $$ , let Ak(𝒫) be the minimum area of the convex hull of k$$ k $$ points in 𝒫 . Here, instead of considering the supremum of Ak(𝒫) over all such choices of 𝒫 , we consider its average value, Δ˜k(n)$$ {tilde{Delta}}_k(n) $$ , when the n$$ n $$ points in 𝒫 are chosen independently and uniformly at random in [0,1]2$$ {left[0,1right]}^2 $$ . We prove that Δ˜k(n)=Θn−kk−2$$ {tilde{Delta}}_k(n)=Theta left({n}^{frac{-k}{k-2}}right) $$ , for every fixed k≥3$$ kge 3 $$ .
Heilbronn三角形问题是一个经典的几何问题,它要求在单位正方形[0,1]2 $$ {left[0,1right]}^2 $$中放置n个$$ n $$点,以使由三个点组成的三角形的最小面积最大化。这个问题具有自然的普遍性。对于整数k≥3 $$ kge 3 $$,在[0,1]2 $$ {left[0,1right]}^2 $$中有n个$$ n $$点的集合,设Ak(纸牌)为集合中k个$$ k $$点的凸包面积的最小值。在这里,我们不考虑Ak(纸牌)在所有这样的选择上的最大值,而是考虑它的平均值Δ ~ k(n) $$ {tilde{Delta}}_k(n) $$,当n个$$ n $$点在[0,1]2 $$ {left[0,1right]}^2 $$中被独立且均匀随机地选择时。我们证明了Δ ~ k(n)=Θn−kk−2 $$ {tilde{Delta}}_k(n)=Theta left({n}^{frac{-k}{k-2}}right) $$,对于每一个固定k≥3 $$ kge 3 $$。
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引用次数: 0
Voter models on subcritical scale‐free random graphs 亚临界无标度随机图上的选民模型
IF 1 3区 数学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING Pub Date : 2022-07-23 DOI: 10.1002/rsa.21107
J. Fernley, Marcel Ortgiese
The voter model is a classical interacting particle system modelling how consensus is formed across a network. We analyze the time to consensus for the voter model when the underlying graph is a subcritical scale‐free random graph. Moreover, we generalize the model to include a “temperature” parameter controlling how the graph influences the speed of opinion change. The interplay between the temperature and the structure of the random graph leads to a very rich phase diagram, where in the different phases different parts of the underlying geometry dominate the time to consensus. Finally, we also consider a discursive voter model, where voters discuss their opinions with their neighbors. Our proofs rely on the well‐known duality to coalescing random walks and a detailed understanding of the structure of the random graphs.
选民模型是一个经典的相互作用粒子系统,它模拟了如何在网络中形成共识。我们分析了当底层图是一个亚临界无标度随机图时,选民模型的共识时间。此外,我们将模型推广到包含一个“温度”参数,以控制图如何影响意见变化的速度。温度和随机图结构之间的相互作用导致了一个非常丰富的相图,在不同的相中,底层几何结构的不同部分支配着达成一致的时间。最后,我们还考虑了一个话语选民模型,其中选民与他们的邻居讨论他们的意见。我们的证明依赖于众所周知的对偶性来合并随机漫步和对随机图结构的详细理解。
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引用次数: 2
Expansion of random 0/1 polytopes 随机0/1多面体的展开
IF 1 3区 数学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING Pub Date : 2022-07-08 DOI: 10.1002/rsa.21184
Brett Leroux, Luis Rademacher
A conjecture of Milena Mihail and Umesh Vazirani (Proc. 24th Annu. ACM Symp. Theory Comput., ACM, Victoria, BC, 1992, pp. 26–38.) states that the edge expansion of the graph of every polytope is at least one. Any lower bound on the edge expansion gives an upper bound for the mixing time of a random walk on the graph of the polytope. Such random walks are important because they can be used to generate an element from a set of combinatorial objects uniformly at random. A weaker form of the conjecture of Mihail and Vazirani says that the edge expansion of the graph of a polytope in is greater than one over some polynomial function of . This weaker version of the conjecture would suffice for all applications. Our main result is that the edge expansion of the graph of a random polytope in is at least with high probability.
Milena Mihail和Umesh Vazirani的猜想(Proc. 24 Annu)。美国电脑。理论第一版。, ACM, Victoria, BC, 1992, pp. 26-38 .)指出,每个多面体的图的边展开至少是一个。边缘展开的任何下界都给出了多面体图上随机游走混合时间的上界。这种随机游走很重要,因为它们可以用来从一组组合对象中均匀随机地生成一个元素。Mihail和Vazirani猜想的一种较弱的形式是,一个多面体的图的边展开式大于某多项式函数的1 /。这个猜想的弱版本将满足所有应用。我们的主要结果是,随机多面体的图的边展开至少是高概率的。
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引用次数: 1
Cycle lengths in randomly perturbed graphs 随机摄动图中的周期长度
IF 1 3区 数学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING Pub Date : 2022-06-24 DOI: 10.1002/rsa.21170
Elad Aigner-Horev, Dan Hefetz, M. Krivelevich
Let G$$ G $$ be an n$$ n $$ ‐vertex graph, where δ(G)≥δn$$ delta (G)ge delta n $$ for some δ:=δ(n)$$ delta := delta (n) $$ . A result of Bohman, Frieze and Martin from 2003 asserts that if α(G)=Oδ2n$$ alpha (G)=Oleft({delta}^2nright) $$ , then perturbing G$$ G $$ via the addition of ωlog(1/δ)δ3$$ omega left(frac{log left(1/delta right)}{delta^3}right) $$ random edges, a.a.s. yields a Hamiltonian graph. We prove several improvements and extensions of the aforementioned result. In particular, keeping the bound on α(G)$$ alpha (G) $$ as above and allowing for δ=Ω(n−1/3)$$ delta =Omega left({n}^{-1/3}right) $$ , we determine the correct order of magnitude of the number of random edges whose addition to G$$ G $$ a.a.s. yields a pancyclic graph. Moreover, we prove similar results for sparser graphs, and assuming the correctness of Chvátal's toughness conjecture, we handle graphs having larger independent sets. Finally, under milder conditions, we determine the correct order of magnitude of the number of random edges whose addition to G$$ G $$ a.a.s. yields a graph containing an almost spanning cycle.
设G $$ G $$为n $$ n $$‐顶点图,其中δ(G)≥δn $$ delta (G)ge delta n $$对于某些δ:=δ(n) $$ delta := delta (n) $$。2003年,Bohman, Frieze和Martin的结果断言,如果α(G)=Oδ2n $$ alpha (G)=Oleft({delta}^2nright) $$,那么通过添加ωlog(1/δ)δ3 $$ omega left(frac{log left(1/delta right)}{delta^3}right) $$随机边来扰动G $$ G $$, a.a.s.产生哈密顿图。我们证明了上述结果的一些改进和扩展。特别是,如上所述,保持α(G) $$ alpha (G) $$的边界并允许δ=Ω(n−1/3)$$ delta =Omega left({n}^{-1/3}right) $$,我们确定了随机边的数量的正确数量级,这些边加到G $$ G $$ a.a.s.产生一个全环图。此外,我们证明了稀疏图的类似结果,并假设Chvátal的韧性猜想的正确性,我们处理具有更大独立集的图。最后,在较温和的条件下,我们确定了随机边的数量的正确数量级,这些边加上G $$ G $$ a.a.s.会产生一个包含几乎生成循环的图。
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引用次数: 4
A fourth‐moment phenomenon for asymptotic normality of monochromatic subgraphs 单色子图渐近正态性的一个四矩现象
IF 1 3区 数学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING Pub Date : 2022-05-09 DOI: 10.1002/rsa.21166
Sayan Das, Z. Himwich, Nitya Mani
Given a graph sequence {Gn}n≥1$$ {left{{G}_nright}}_{nge 1} $$ and a simple connected subgraph H$$ H $$ , we denote by T(H,Gn)$$ Tleft(H,{G}_nright) $$ the number of monochromatic copies of H$$ H $$ in a uniformly random vertex coloring of Gn$$ {G}_n $$ with c≥2$$ cge 2 $$ colors. We prove a central limit theorem for T(H,Gn)$$ Tleft(H,{G}_nright) $$ (we denote the appropriately centered and rescaled statistic as Z(H,Gn)$$ Zleft(H,{G}_nright) $$ ) with explicit error rates. The error rates arise from graph counts of collections formed by joining copies of H$$ H $$ which we call good joins. Good joins are closely related to the fourth moment of Z(H,Gn)$$ Zleft(H,{G}_nright) $$ , which allows us to show a fourth moment phenomenon for the central limit theorem. For c≥30$$ cge 30 $$ , we show that Z(H,Gn)$$ Zleft(H,{G}_nright) $$ converges in distribution to 𝒩(0,1) whenever its fourth moment converges to 3. We show the convergence of the fourth moment is necessary to obtain a normal limit when c≥2$$ cge 2 $$ .
给定图序列{Gnn}≥1 $$ {left{{G}_nright}}_{nge 1} $$和简单连通子图H $$ H $$,我们用T(H,Gn) $$ Tleft(H,{G}_nright) $$表示在Gn $$ {G}_n $$的c≥2个$$ cge 2 $$颜色的均匀随机顶点着色中H $$ H $$的单色副本数。我们用显式错误率证明了T(H,Gn) $$ Tleft(H,{G}_nright) $$的中心极限定理(我们将适当居中并重新缩放的统计量表示为Z(H,Gn) $$ Zleft(H,{G}_nright) $$)。错误率来自于通过连接H $$ H $$副本形成的集合的图计数,我们称之为良好的连接。良好的连接与Z(H,Gn) $$ Zleft(H,{G}_nright) $$的第四矩密切相关,这使我们能够展示中心极限定理的第四矩现象。对于c≥30 $$ cge 30 $$,我们证明当Z(H,Gn) $$ Zleft(H,{G}_nright) $$的第四阶矩收敛于3时,它的分布收敛于(0,1)。我们证明了当c≥2 $$ cge 2 $$时,第四矩的收敛性对于得到一个正规极限是必要的。
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引用次数: 0
Independence number of hypergraphs under degree conditions 度条件下超图的独立数
IF 1 3区 数学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING Pub Date : 2022-05-05 DOI: 10.1002/rsa.21151
V. Rödl, M. Sales, Yi Zhao
A well‐known result of Ajtai Komlós, Pintz, Spencer, and Szemerédi (J. Combin. Theory Ser. A 32 (1982), 321–335) states that every k$$ k $$ ‐graph H$$ H $$ on n$$ n $$ vertices, with girth at least five, and average degree tk−1$$ {t}^{k-1} $$ contains an independent set of size cn(logt)1/(k−1)/t$$ cn{left(log tright)}^{1/left(k-1right)}/t $$ for some c>0$$ c>0 $$ . In this paper we show that an independent set of the same size can be found under weaker conditions allowing certain cycles of length 2, 3, and 4. Our work is motivated by a problem of Lo and Zhao, who asked for k≥4$$ kge 4 $$ , how large of an independent set a k$$ k $$ ‐graph H$$ H $$ on n$$ n $$ vertices necessarily has when its maximum (k−2)$$ left(k-2right) $$ ‐degree Δk−2(H)≤dn$$ {Delta}_{k-2}(H)le dn $$ . (The corresponding problem with respect to (k−1)$$ left(k-1right) $$ ‐degrees was solved by Kostochka, Mubayi, and Verstraëte (Random Struct. & Algorithms 44 (2014), 224–239).) In this paper we show that every k$$ k $$ ‐graph H$$ H $$ on n$$ n $$ vertices with Δk−2(H)≤dn$$ {Delta}_{k-2}(H)le dn $$ contains an independent set of size cndloglognd1/(k−1)$$ c{left(frac{n}{d}mathrm{loglog}frac{n}{d}right)}^{1/left(k-1right)} $$ , and under additional conditions, an independent set of size cndlognd1/(k−1)$$ c{left(frac{n}{d}log frac{n}{d}right)}^{1/left(k-1right)} $$ . The former assertion gives a new upper bound for the (k−2)$$ left(k-2right) $$ ‐degree Turán density of complete k$$ k $$ ‐graphs.
Ajtai Komlós、Pintz、Spencer和szemersamudi (J. Combin)的一个众所周知的结果。理论SerA 32(1982), 321-335)指出,每个k $$ k $$‐图H $$ H $$在n个$$ n $$顶点上,周长至少为5,平均度为tk−1 $$ {t}^{k-1} $$包含一个大小为cn(logt)1/(k−1)/t $$ cn{left(log tright)}^{1/left(k-1right)}/t $$的独立集合,对于某些c>0 $$ c>0 $$。在本文中,我们证明了在允许长度为2,3和4的某些循环的较弱条件下,可以找到相同大小的独立集。我们的工作受到Lo和Zhao的一个问题的启发,他们要求k≥4 $$ kge 4 $$,当k $$ k $$‐图H $$ H $$的最大值(k−2)$$ left(k-2right) $$‐度Δk−2(H)≤dn $$ {Delta}_{k-2}(H)le dn $$时,n个$$ n $$顶点上的k ‐图H 的独立集有多大。(关于(k−1)$$ left(k-1right) $$‐degrees的相应问题由Kostochka, Mubayi和Verstraëte (Random Struct)解决。&算法44(2014),224-239)。在本文中,我们证明了在Δk−2(H)≤dn $$ {Delta}_{k-2}(H)le dn $$的n个$$ n $$顶点上的每k $$ k $$‐图H $$ H $$包含一个大小为cndloggnd1 /(k−1)$$ c{left(frac{n}{d}mathrm{loglog}frac{n}{d}right)}^{1/left(k-1right)} $$的独立集,并且在附加条件下,包含一个大小为cndloggnd1 /(k−1)$$ c{left(frac{n}{d}log frac{n}{d}right)}^{1/left(k-1right)} $$的独立集。前一个断言给出了完全k $$ k $$‐图的(k−2)$$ left(k-2right) $$‐度Turán密度的一个新的上界。
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引用次数: 0
Limit theorems for patterns in ranked tree‐child networks 秩树子网络中模式的极限定理
IF 1 3区 数学 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING Pub Date : 2022-04-15 DOI: 10.1002/rsa.21177
Michael Fuchs, Hexuan Liu, Tsan-Cheng Yu
We prove limit laws for the number of occurrences of a pattern on the fringe of a ranked tree-child network which is picked uniformly at random. Our results extend the limit law for cherries proved by Bienvenu et al. (2022). For patterns of height $1$ and $2$, we show that they either occur frequently (mean is asymptotically linear and limit law is normal) or sporadically (mean is asymptotically constant and limit law is Poisson) or not all (mean tends to $0$ and limit law is degenerate). We expect that these are the only possible limit laws for any fringe pattern.
我们证明了随机均匀选取的有序树子网络边缘模式出现次数的极限规律。我们的结果扩展了Bienvenu等人(2022)证明的樱桃极限定律。对于高度$1$和$2$的模式,我们表明它们要么频繁发生(平均值是渐近线性的,极限律是正态的),要么零星发生(平均值是渐近常数的,极限律是泊松的),要么不是全部发生(平均值趋于$0$,极限律是退化的)。我们期望这些是任何条纹图案的唯一可能的极限定律。
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引用次数: 1
期刊
Random Structures & Algorithms
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