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Hardness of Approximation

Posted on 05-28-2021 | In algorithm , approximation , complexity

MAX-E3SAT is the problem of finding a truth assignment that maximizes the number of satisfied clauses, where each clause contains exactly three literals.

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Approximation Algorithm (13): Buy-at-Bulk Network Design

Posted on 05-26-2021 | In algorithm , approximation

In practice, buying in bulk is typically cheaper due to economies of scale in delivery costs. Now think about a undirected graph $G$ $=$ $(V,E)$ with length $l_e$ $\ge$ $0$ for all $e$ $\in$ $E$. This problem requires $k$ pairs of vertices $(s_i,t_i)$ and demand $d_i$. One thing that makes this problem interesting is that there is a cost function $f(u)$ such that satisfies following.

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Approximating Metrics by Tree Metrics

Posted on 05-19-2021 | In algorithm , approximation

For a given vertices $V$ and distance $V \times V \rightarrow \mathcal{R} : d$. $(V,d)$ is so called a metric if following properties are hold.

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Useful Mathematical Tools

Posted on 05-19-2021 | In algorithm , math
  1. $\ln n$ $\le$ $\sum\limits_{k = 1}^{n} \frac{1}{k}$ $\le$ $\ln n$ $+$ $1$ for $n$ $\in$ $\mathbb{Z}^{+}$
  2. $\sum\limits_{k = 1}^{n}ar^{k-1}$ $=$ $a\frac{r^{n} - 1}{r - 1}$ if $r$ $\neq$ $1$, $n$ $\in$ $\mathbb{Z}$
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Graph Coloring

Posted on 05-15-2021 | In algorithm , approximation

We need some definitions and theorems to discuss about the coloring.

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Markov's Inequality

Posted on 05-14-2021 | In probability , inequality

If $X$ is a nonnegative random variable and $a > 0$, then \(\Pr[X \ge a] \le \frac{E[X]}{a}.\)

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Semidefinite Programming

Posted on 05-12-2021 | In algorithm , approximation , optimization

To understand semidefinite programming, we first need to define positive semidefinite matrices. Let $x \in \mathbb{R}^{n}$.

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Approximation Algorithm (12): Uncapacitated Facility Location (2)

Posted on 05-07-2021 | In algorithm , approximation

We revisit the uncapacitated facility location problem. Before presenting the new approach, we extend the assignment cost notation to include costs between clients as well as between clients and facilities. For example, assignment costs between client $i$ and $j$ can be the shortest path between client $i$ and $j$. If we define this as so, it is known to reserve the solution because of the metric closure.

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Approximation Algorithm (11): Generalized Steiner Tree Problem

Posted on 05-01-2021 | In algorithm , approximation

The Steiner tree problem asks for a minimum-cost edge set that connects every vertex in a terminal set $S \subseteq V$ in a graph $G = (V, E)$. Steiner trees may include non-terminal Steiner vertices in $V - S$. This problem generalizes both the minimum spanning tree problem (when $S = V$) and the shortest path problem (when $S = {s, t}$). An optimal solution always forms a tree, since any cycle could be removed to reduce cost while preserving connectivity.

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Approximation Algorithm (10): Uncapacitated Facility Location (1)

Posted on 04-25-2021 | In algorithm , approximation

The uncapacitated facility location problem asks which facilities to open and how to assign clients to them. Since there are no capacity constraints, every client is assigned to the closest open facility.

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Programelot

Programelot

I am Programelot who is researching about optimization.

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