Embedding the diamond graph in Lp and dimension reduction in L1

نویسنده

  • James R. Lee
چکیده

We show that any embedding of the level k diamond graph of Newman and Rabinovich [6] into Lp, 1 < p ≤ 2, requires distortion at least √ k(p− 1) + 1. An immediate corollary is that there exist arbitrarily large n-point sets X ⊆ L1 such that any D-embedding of X into l1 requires d ≥ n Ω(1/D2). This gives a simple proof of a recent result of Brinkman and Charikar [2] which settles the long standing question of whether there is an L1 analogue of the Johnson-Lindenstrauss dimension reduction lemma [4]. 1 The diamond graphs, distortion, and dimension We recall the definition of the diamond graphs {Gk} ∞ k=0 whose shortest path metrics are known to be uniformly bi-lipschitz equivalent to a subset of L1 (see [3] for the L1 embeddability of general series-parallel graphs). The diamond graphs were used in [6] to obtain lower bounds for the Euclidean distortion of planar graphs and similar arguments were previously used in a different context by Laakso [5]. G0 consists of a single edge of length 1. Gi is obtained from Gi−1 as follows. Given an edge (u, v) ∈ E(Gi−1), it is replaced by a quadrilateral u, a, v, b with edge lengths 2 −i. In what follows, (u, v) is called an edge of level i − 1, and (a, b) is called the level i anti-edge corresponding to (u, v). Our main result is a lower bound on the distortion necessary to embed Gk into Lp, for 1 < p ≤ 2. Theorem 1.1. For every 1 < p ≤ 2, any embedding of Gk into Lp incurs distortion at least

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Dimension reduction in L 1 : a negative result

The Johnson-Lindenstrauss lemma shows that only d = O( 1 2 log n) dimensions are needed to embed any set of n points in L2 into `2 with distortion at most (1 + ). We will show that such dimension reduction is not possible in L1. In particular, we will give a set of n points in L1 that cannot be D-embedded into `1 unless d ≥ nΩ(1/D2). This result was originally shown by Brinkman and Charikar [1]...

متن کامل

Dimension Reduction in the l1 norm

The Johnson-Lindenstrauss Lemma shows that any set of n points in Euclidean space can be mapped linearly down to O((log n)/ǫ) dimensions such that all pairwise distances are distorted by at most 1 + ǫ. We study the following basic question: Does there exist an analogue of the JohnsonLindenstrauss Lemma for the l1 norm? Note that Johnson-Lindenstrauss Lemma gives a linear embedding which is inde...

متن کامل

Embedding Finite Metric Spaces in Low Dimension

This paper presents novel techniques that allow the solution to several open problems regarding embedding of finite metric spaces into Lp. We focus on proving near optimal bounds on the dimension with which arbitrary metric spaces embed into Lp. The dimension of the embedding is of very high importance in particular in applications and much effort has been invested in analyzing it. However, no ...

متن کامل

Diamond graphs and super-reflexivity

The main result is that a Banach space X is not super-reflexive if and only if the diamond graphs Dn Lipschitz embed into X with distortions independent of n. One of the consequences of that and previously known results is that dimension reduction a-la Johnson–Lindenstrauss fails in any non super reflexive space with non trivial type. We also introduce the concept of Lipschitz (p, r)-summing ma...

متن کامل

Metric Structures in L1: Dimension, Snowflakes, and Average Distortion

We study the metric properties of finite subsets of L1. The analysis of such metrics is central to a number of important algorithmic problems involving the cut structure of weighted graphs, including the Sparsest Cut Problem, one of the most compelling open problems in the field of approximation algorithms. Additionally, many open questions in geometric non-linear functional analysis involve th...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 1990