STABILITY OF WEIGHTED POINT EVALUATION FUNCTIONALS ´ ARAUJO AND JUAN J. FONT JESUS Abstract. Given  > 0, a continuous linear functional ϕ on C(X) is said to be -disjointness preserving if |ϕ(f )ϕ(g)| ≤ , whenever f, g ∈ C(X) satisfy kf k∞ = kgk∞ = 1 and f g ≡ 0. In this paper we provide the exact maximal distance from -disjointness preserving linear functionals to the set of weighted point evaluation functionals.

1. Introduction In [8], B.E. Johnson studied whether approximately multiplicative functionals on certain commutative Banach algebras can be approximated by multiplicative functionals. He showed that this question of stability for multiplicatively functionals is true on several classical algebras called AMNM algebras (almost multiplicative maps are near multiplicative maps). The algebra of continuous functions on a compact Hausdorff space or the group algebra of a locally compact abelian group belong to this class. Later, in [9], he pursued a similar study for approximately multiplicative maps defined between certain Banach algebras (AMNM pairs). Recently, G. Dolinar ([4]), in the spirit of the papers by B.E. Johnson cited above, considered a more general problem: the stability of disjointness preserving mappings defined between spaces of continuous functions. Let us first recall that a linear operator T : C(X) −→ C(Y ), X and Y (nonempty) compact Hausdorff spaces, is said to be disjointness preserving (or separating) if, given f, g ∈ C(X), f g ≡ 0 yields (T f )(T g) ≡ 0. Clearly every weighted composition map is disjointness preserving. Reciprocally, it is well known (see, for instance, [6], [1], [5], [7])) that if a disjointness preserving operator is continuous, then it is a weighted composition (where, as usual, the spaces of continuous functions are considered to be endowed with the sup norm k·k∞ ). On the other hand, given  > 0, a continuous linear operator T : C(X) −→ C(Y ) is said to be approximately disjointness preserving or -disjointness preserving ([4]) if k(T f )(T g)k∞ ≤ , whenever f, g ∈ C(X) satisfy kf k∞ = 2000 Mathematics Subject Classification. Primary 47B38; Secondary 46J10, 47B33. Research of the first author was partially supported by the Spanish Ministry of Science and Education (Grant number MTM2006-14786). Research of the second author was partially supported by the Spanish Ministry of Science and Education (Grant number MTM2008-04599), and by Bancaixa (Projecte P11B2008-26). 1

2

´ ARAUJO AND JUAN J. FONT JESUS

kgk∞ = 1 and f g ≡ 0 (or, equivalently, if k(T f )(T g)k∞ ≤  kf k∞ kgk∞ whenever f g ≡ 0). One of the main results in [4] can be stated as follows: Let  > 0 and let T : C(X) −→ C(Y ) be an -disjointness preserving operator with kT k = 1. Then there exists a weighted composition map S : C(X) −→ C(Y ) such that √ kT − Sk ≤ 20 . Recently, in [2], we have generalized completely Dolinar’s result by proving p that a bound for the√stability of weighted composition operators pis indeed 17/2 rather than 20 . An example is provided to show that 17/2 is, in fact, a sharp bound. In [3], we address what could be regarded as the reverse question. Namely, we study how far apart an -disjointness preserving operator can be from the set of all weighted composition operators. In both manuscripts ([2],[3]) we assume that Y has at least two points, but in this paper we focus on continuous disjointness preserving linear functionals, that is, the case when Y has just one point (so, if C(X)0 denotes the space of linear and continuous functionals on C(X), ϕ ∈ C(X)0 is said to be -disjointness preserving if |ϕ(f )ϕ(g)| ≤ , whenever f, g ∈ C(X) satisfy kf k∞ = kgk∞ = 1 and f g ≡ 0). G. Dolinar also studied the stability of continuous disjointness preserving linear functionals on C(X) and proved the following result ([4, Theorem 1]): Let  > 0 and let ϕ ∈ C(X)0 be -disjointness preserving with kϕk = 1. Then there exists ψ ∈ C(X)0 disjointness preserving such that √ kψ − ϕk ≤ 3 . Remark that, in this context, disjointness preserving linear functionals on C(X) are precisely those of the form αδx , where α belongs to the scalar field K (= R or C) and δx is the evaluation functional at the point x ∈ X, that is, δx (f ) := f (x) for every f ∈ C(X). In this paper we show that the situation in the context of continuous linear functionals is quite different from the general case treated in [2, 3]; but, before stating our main result, we need some notation: Throughout X is assumed to have at least two points. Given ϕ ∈ C(X)0 and r > 0, B(ϕ, r) and B(ϕ, r) denote the open and the closed balls of center ϕ and radius r, respectively. We will write λϕ to denote the measure which represents ϕ. For a regular measure λ, we will denote by |λ| its total variation. We denote by  − DP (X) the set of all norm one -disjointness preserving functionals on C(X), and by WE (X) the subset of C(X)0 of elements of the form αδx , where α ∈ K and x ∈ X. For each n ∈ N, we define ωn :=

n2 − 1 4n2

STABILITY

3

and An := [ω2n−1 , ω2n+1 ) . We now introduce the map oX : [0, 1/4) −→ R, which depends on card X (the cardinality of X), as follows: For n ∈ N and  ∈ An ,  √ 2n−1− 1−4  if 2n ≤ card X  2n √ 1−4 2m−1− oX () := if card X = 2m < 2n 2m   2m−2 2m−1 if card X = 2m − 1 < 2n In this paper we prove, basically, that the maximal distance between elements ϕ ∈ −DP (X) and the set WE (X) is oX (), and that this distance is attained. Consequently, this result improves [4, Theorem 1] (cited above) by providing a sharp bound. We also study the behavior of this maximal distance for small and big  (that is, those  close to 0 and 1/4, respectively). 2. Main results We begin this section by stating our main result. Theorem 2.1. Let 0 <  < 1/4. If ϕ ∈  − DP (X), then B (ϕ, oX ()) ∩ WE (X) 6= ∅. On the other hand, there exists ϕ ∈  − DP (X) such that B (ϕ, oX ()) ∩ WE (X) = ∅. Remark 2.1. Sometimes the information given by the number  is redundant in that  is too ”big” with respect to the cardinality of X. This happens, for instance, when X is a set of k points, where k ∈ N is odd. This is the reason why the definition of oX does not necessarily depend on . Remark 2.2. If ϕ ∈ C(X)0 has norm 1, then it is 1/4-disjointness preserving and, as a consequence, studying -disjointness functionals is meaningless for  ≥ 1/4. To see this, notice that if f, g ∈ C(X) satisfy kf k∞ = kgk∞ = 1 and f g ≡ 0, then kf + αgk∞ = 1 for every α ∈ K with |α| = 1, which implies that |ϕ(f ) + αϕ(g)| ≤ 1 and, in particular, |ϕ(f )| + |ϕ(g)| ≤ 1; hence, |ϕ(f )| |ϕ(g)| ≤ 1/4 and we are done. The next result allows us to see which points in (0, 1) are those possible ”maximal distances” we mentioned above. Obviously, the injectivity of oX indicates that each ”maximal distance” corresponds to exactly one  − DP (X). For n ∈ N, we put n2 − 2 n−1 , βn := 2 . n n +n It is S easy to see that α2n−1 < β2n < α2n for every n ∈ N. We also define VX : ∞ n=1 [α2n−1 , α2n ) −→ [0, 1/4) as αn :=

VX (δ) := n (1 − δ) (1 − n (1 − δ))

´ ARAUJO AND JUAN J. FONT JESUS

4

for each δ ∈ [α2n−1 , α2n ). Proposition 2.2. We have  S∞  n=1 [α2n−1 , β2n ) if X is infinite ([α1 , β2 ) ∪ · · · ∪ [α2m−1 , β2m )) ∪ [β2m , α2m ) if card X = 2m ∈ N im oX :=  ([α1 , β2 ) ∪ · · · ∪ [α2m−3 , β2m−2 )) ∪ {α2m−1 } if card X = 2m − 1 ∈ N Also, if X is infinite or card X is even, then oX is injective, and if card X = 2m − 1, then oX is injective exactly in [0, ω2m−1 ). The inverse of oX (where it exists), is given by the restriction of VX to im oX when X is infinite or card X is even, and to im oX \ {α2m−1 } when card X = 2m − 1. In particular, the above comments apply for every X (with at least two points, as assumed) when  is small enough, namely when  ∈ A1 . In this case the restriction of the map VX defined above takes the form VX : (0, 1/3) −→ (0, 2/9), δ 7→ VX (δ) := δ(1 − δ); notice that, in fact, VX (δ) is the variance of a Bernoulli random variable of mean δ. The following results are now immediate. Corollary 2.3. Let A := {ϕ : ∃  < 1/4 such that ϕ ∈  − DP (X)} and M := sup {dist(ϕ, WE (X)) : ϕ ∈ A} . Then M = 1 if X is infinite and M = (k − 1)/k if k := card X is finite. Also the supremum is attained if and only if X is a finite set with card X odd. Corollary 2.4. We have lim

→0+

oX () =1 

and oX () lim = −  → 1 4



4 if X is infinite if k := card X is finite.

4(k−1) k

3. Some other results and proofs Suppose that X is a finite set of k elements, and that ϕ ∈ C(X)0 has norm 1. Then it is immediate that there exists a point x ∈ X with |λϕ ({x})| ≥ 1/k. We next see that this result can be sharpened when k is even and ϕ ∈  − DP (X), and also when X has ”many” elements (being finite or infinite). For the sake of completeness, we first provide three technical lemmas whose proofs can be found in [2].

STABILITY

5

Lemma 3.1. ([2, Lemma 2.1]) Let 0 <  < 1/4. Let ϕ ∈  − DP (X) be positive. If C is a Borel subset of X, then √ √   1 − 1 − 4 1 + 1 − 4 λϕ (C) ∈ / . , 2 2 R If ϕ ∈ C(X)0 , then we put |ϕ| (f ) := X f d |λϕ | for every f ∈ C(X). Lemma 3.2. ([2, Lemma 2.2]) Given ϕ ∈ C(X)0 , then |ϕ| is a positive linear functional on C(X) with k|ϕ|k = kϕk. Moreover, if  > 0 and ϕ ∈  − DP (X), then |ϕ| ∈  − DP (X) and λ|ϕ| = |λϕ |. Lemma 3.3. ([2, Lemma 2.3]) Let 0 <  < 1/4. Let ϕ ∈  − DP (X). Then there exists x ∈ X with √ |λϕ ({x})| ≥ 1 − 4. Furthermore, if 0 <  < 2/9, then there exists a unique x ∈ X with √ 1 + 1 − 4 |λϕ ({x})| ≥ . 2 Proposition 3.4. Let 0 <  < 1/4. Suppose that X is a finite set of cardinality k ∈ 2N. If ϕ ∈  − DP (X), then there exists x ∈ X such that √ 1 + 1 − 4 . |λϕ ({x})| ≥ k Proof. By Lemma 3.2, we can assume, without loss of generality, that ϕ is positive. Suppose that k = 2m, m ∈ N. Notice that there cannot be m different points x1 , . . . , xm ∈ X with √ √   1 − 1 − 4 1 + 1 − 4 , λϕ ({xi }) ∈ k k for every i ∈ {1, . . . , m}, because otherwise √ √   1 − 1 − 4 1 + 1 − 4 λϕ ({x1 , . . . , xm }) ∈ , , 2 2 which contradicts Lemma 3.1. This implies that there exist, at least, m + 1 points whose measure belongs to √ √     1 − 1 − 4 1 + 1 − 4 0, ∪ ,1 . k k Suppose that, at least, points x1 , . . . , xm ∈ X satisfy the   √ m different √ inequality λϕ ({xi }) ≤ 1 − 1 − 4 /k. Then λϕ ({x1 , . . . , xm }) ≤ 1 − 1 − 4 /2, √ and consequently we have that λϕ (X \ {x1 , . . . , xm }) ≥ 1 + 1 − 4 /2. Since X \ {x1 , . . . , xm } has m points, this, obviously,  that there ex√ implies ists x ∈ X \ {x1 , . . . , xm } with λϕ ({x}) ≥ 1 + 1 − 4 /k, and we are done. 

6

´ ARAUJO AND JUAN J. FONT JESUS

Proposition 3.5. Let 0 <  < 1/4, and let n ∈ N be such that  ∈ An . Suppose that card X ≥ 2n. If ϕ ∈  − DP (X), then there exists x ∈ X such that √ 1 + 1 − 4 |λϕ ({x})| ≥ . 2n Proof. Let D := {x ∈ X : |λϕ ({x})| > 0}. It is clear that D is a countable set, and, by Lemma 3.3, it is nonempty. Let M := {1, . . . , m} if the cardinality of D is m ∈ N, and let M := N otherwise. It is obvious that we may assume that D = {xi : i ∈ M} and that |λϕ ({xi+1 })| ≤ |λϕ ({xi })| for every i. Next let ) ( j X 1 |λϕ ({xi })| < J := j ∈ M : 2 i=1

and R :=

X

|λϕ ({xi })| .

i∈J

We have that R ≤ 1/2, and by Lemma 3.1 applied to the functional associated to |λϕ |, we get R < 1/2. Take any open subset U of X√containing  all xi , i ∈ J, such that |λϕ | (U ) < 1/2, that is, |λϕ | (U ) ≤ 1 − 1 − 4 /2, √ and suppose that |λϕ ({x})| < 1 − 4 for every x ∈ / U . Then there exist open sets U1√, . . . , Ul in X, l ∈ N, such that X = U ∪ U1 ∪ · · · ∪ Ul and |λϕ | (U 1 − 4 for every i. If we consider, for i ∈ {1, . . . , l}, bi :=  i) < Si |λϕ | U ∪ j=1 Uj , then we see that there must be an index i0 with √ √   1 − 1 − 4 1 + 1 − 4 bi0 ∈ , , 2 2 which contradicts Lemma 3.1. √ We deduce that there exists j ∈ M, j ∈ / J, such that |λϕ ({x })| ≥ 1 − 4. j √ By the way we have taken D, this implies that |λϕ ({xi })| ≥ 1 − 4 for every i ∈ J, and obviously J must be finite, say J = {1, . . . , m0 }. √ Let us see now that m0 ≤ n − 1. We have that, since  < ω2n+1 , then 1 − 4 > 1/ (2n + 1), which implies that √ √ 1 − 1 − 4 n 1 − 4 > . 2 Consequently, if m0 ≥ n, then we get m0 X R = |λϕ ({xi })| i=1

√ ≥ n 1 − 4 √ 1 − 1 − 4 > , 2 which is impossible, as we said above. We conclude that m0 ≤ n − 1.

STABILITY

7

On the other hand, taking into account that √ m 0 +1 X 1 + 1 − 4 |λϕ ({xi })| ≥ , 2 i=1

we have that 1+

(m0 + 1) |λϕ ({x1 })| ≥ which implies that n |λϕ ({x1 })| ≥

1+

As a consequence we get |λϕ ({x1 })| ≥ and we are done.

1+



1 − 4 , 2



1 − 4 . 2



1 − 4 , 2n 

Proof of Theorem 2.1. Let us show the first part. By Propositions 3.4 (see also the comments at the beginning of Section 3) and 3.5, there exists x ∈ X with |λϕ ({x})| ≥ 1 − oX (). If we define ψ := λϕ ({x})δx , then we are done. Let us now prove the second part. Suppose√that  belongs to An , n ∈ N. It is clear that this fact implies that (2n − 1) 1 − 4 ≤ 1. If card X ≥ 2n, then we can pick 2n distinct points x1 , x2 , . . . , x2n in X, and define the map ϕ ∈ C(X)0 as ! √ √ 2n−1 1 + 1 − 4 X 1 − (2n − 1) 1 − 4 ϕ := δx2n . δxi + 2n 2n i=1

It is easy to see that kϕk = 1. On the other hand, let f, g ∈ C(X) satisfy kf k∞ = kgk∞ = 1 and f g ≡ 0. Let Af := {xi : f (xi ) 6= 0, i = 1, . . . , 2n} and Ag := {xi : g(xi ) 6= 0, i = 1, . . . , 2n}, and suppose without loss of generality that Af = {x1 , . . . , xk } and Ag = {xk+1 , . . . , x2n } (1 ≤ k ≤ 2n − 1). Obviously √  k 1 + 1 − 4 |ϕ(f )| ≤ 2n and √ √  1 − (2n − 1) 1 − 4 2n − k − 1 |ϕ(g)| ≤ 1 + 1 − 4 + 2n 2n √  k = 1− 1 + 1 − 4 . 2n  √ Now, it is straightforward to check that if Nk := (k/2n) 1 + 1 − 4 , then Nn−1 ≤ 1 − Nn . Consequently, since the map f (x) := x(1 − x) is increasing in [0, 1/2], the maximum value of Nk (1 − Nk ) is attained when k = n. Thus we conclude that   √ √   1 1 |ϕ(f )ϕ(g)| ≤ 1 + 1 − 4 1 − 1 + 1 − 4 = . 2 2

8

´ ARAUJO AND JUAN J. FONT JESUS

The rest is easy. To study the cases when card X k }. Suppose √ < 2n, put X := {x1 , . . . , x√ first that k is even. Since (2n − 1) 1 − 4 ≤ 1, we have (k − 1) 1 − 4 < 1. As above, we can easily see that, if we define the map ϕ as ! √ √ k−1 1 + 1 − 4 X 1 − (k − 1) 1 − 4 ϕ := δ xi + δxk , k k i=1

then we are done. Suppose finally that k is odd. It is clear that if we define ! k 1 X ϕ := δ xi , k i=1

then ϕ is a norm one element of C(X)0 , and is ωk -disjointness preserving, which implies that it is -disjointness preserving. It is also easy to see that kϕ − ψk ≥ 1 − 1/k for every weighted evaluation functional ψ on C(X).  Proof of Proposition 2.2. First, when card X ≥ 2n, we have that √ 2n − 1 − 1 − 4 oX () = 2n for all  ∈ An , and α2n−1 := oX (ω2n−1 ) and β2n := lim→ω− oX (), so 2n+1 oX (An ) = [α2n−1 , β2n ). Also √ 1 + 1 − 4 n (1 − oX ()) = 2 and consequently  = n (1 − oX ()) (1 − n (1 − oX ())) , so VX (oX ()) =  for all  ∈ An . On the other hand, if card X = 2m ∈ N, then √ 2m − 1 − 1 − 4 oX () = 2m for every  ∈ [ω2m+1 , 1/4). This means that oX [ω2m+1 , 1/4) = [β2m , α2m ) and that, for  ∈ [ω2m+1 , 1/4),  = m (1 − oX ()) (1 − m (1 − oX ())) , so the inverse of oX on [β2m , α2m ) is also given by VX . All other details are straightforward.



4. Acknowledgements The authors wish to thank the referee for his/her valuable remarks, which improved this paper.

STABILITY

9

References [1] J. Araujo, E. Beckenstein and L. Narici, Biseparating maps and homeomorphic real-compactifications. J. Math. Anal. Appl. 192 (1995), 258–265. [2] J. Araujo and Juan J. Font, Stability of weighted composition operators between spaces of continuous functions. J. London Math. Soc (2) 79 (2009), 363–376. [3] J. Araujo and Juan J. Font, Instability of weighted composition operators between spaces of continuous functions. Preprint. [4] G. Dolinar, Stability of disjointness preserving mappings. Proc. Amer. Math. Soc. 130 (2002), 129–138. [5] J. J. Font and S. Hern´ andez, On separating maps between locally compact spaces. Arch. Math. (Basel) 63 (1994), 158–165. [6] K. Jarosz, Automatic continuity of separating linear isomorphisms. Canad. Math. Bull. 33 (1990), 139–144. [7] J.-S. Jeang and N.-C. Wong, Weighted composition operators of C0 (X)’s. J. Math. Anal. Appl. 201 (1996), 981–993. [8] B. E. Johnson, Approximately multiplicative functionals. J. London Math. Soc. (2) 34 (1986), 489–510. [9] B. E. Johnson, Approximately multiplicative maps between Banach algebras. J. London Math. Soc. (2) 37 (1988), 294–316. ´ticas, Estad´ıstica y Computacio ´ n, Universidad de Departamento de Matema Cantabria, Facultad de Ciencias, Avda. de los Castros, s. n., E-39071 Santander, Spain E-mail address: [email protected] ´ticas, Universitat Jaume I, Campus Riu Sec, 8029 Departamento de Matema ´ n, Spain AP, Castello E-mail address: [email protected]

STABILITY OF WEIGHTED POINT EVALUATION ...

C(X) satisfy f∞ = g∞ = 1 and fg ≡ 0. In this paper we pro- vide the exact maximal distance from ϵ-disjointness preserving linear functionals to the set of weighted point evaluation functionals. 1. Introduction. In [8], B.E. Johnson studied whether approximately multiplicative func- tionals on certain commutative Banach ...

179KB Sizes 0 Downloads 284 Views

Recommend Documents

Empirical Evaluation of Excluded Middle Vantage Point ...
Mar 25, 2011 - demonstrate that the performance of this approach scales linearly up to at least 128 cores ..... to carry out parallel query processing with Java code. The .... conference on Management of data, New York, NY, USA,. 1984, pp.

INSTABILITY OF WEIGHTED COMPOSITION ...
We provide sharp instability bounds. 1. Introduction. Let K denote the field of real or complex numbers. Let C(X) stand for the Banach space of all K-valued continuous functions defined on a compact Hausdorff X and equipped with its usual supremum no

Affinity Weighted Embedding
Jan 17, 2013 - contain no nonlinearities (other than in the feature representation in x and y) they can be limited in their ability to fit large complex datasets, and ...

Weighted Automata Algorithms - Semantic Scholar
A finite-state architecture for tokenization and grapheme-to- phoneme conversion in multilingual text analysis. In Proceedings of the ACL. SIGDAT Workshop, Dublin, Ireland. ACL, 1995. 57. Stephen Warshall. A theorem on Boolean matrices. Journal of th

Hightemperature stability of suspended singlelayer ...
Aug 17, 2010 - Corresponding author: e-mail [email protected], Phone: 1 (510) 642-4939, Fax: ... Using a nanomanipulation platform inside the TEM [8], we.

practical importance of enzyme stability - iupac
INTERNATIONAL UNION OF PURE. AND APPLIED CHEMISTRY. PHYSICAL CHEMISTRY DIVISION. STEERING COMMITTEE ON BIOPHYSICAL CHEMISTRY *. PRACTICAL IMPORTANCE OF ENZYME. STABILITY. I : Natural Sources of More Stable Enzymes. I1 : Increase of Enzyme Stability b

ULAM STABILITY OF GENERALIZED RECIPROCAL ...
e-mail: [email protected]. 2 Department of Mathematics,. C.Abdul Hakeem College of Engg. and Tech.,. Melvisharam - 632 509,TamilNadu, India. e-mail: [email protected]. Abstract. In this paper, we introduce the Generalized Reciprocal Functional. E

Hightemperature stability of suspended singlelayer ...
Aug 17, 2010 - chanical support for the suspended graphene. The large ... Figure 2 In situ evaporation of pre-deposited Au particles on suspended graphene.

Stability of Transductive Regression Algorithms - NYU Computer ...
ments in information extraction or search engine tasks. Several algorithms ...... optimizing Eqn. 11 are both bounded (∀x, |h(x)| ≤ M and |y(x)| ≤ M for some M > ...

Stability of Transductive Regression Algorithms - CiteSeerX
Technion - Israel Institute of Technology, Haifa 32000, Israel. ... Courant Institute of Mathematical Sciences, 251 Mercer Street, New York, NY 10012. Keywords: ...

Stability of Transductive Regression Algorithms - CS, Technion
Zhou et al., 2004; Zhu et al., 2003) based on their ..... regression algorithms that can be formulated as the following optimization problem: min ..... Weights are de-.

Point of Emphasis - The Story of Movies
Camera-to-Subject Angles. The angle of the camera in relation to the subject also creates a visual effect. A high angle creates a different effect than a low angle ...

Point of Emphasis - The Story of Movies
Dissolve. Wipe. Cut. One image appears out of or disappears into darkness. One image melts or overlaps into another. A vertical bar moves horizontally across ...

Empirical Evaluation of Volatility Estimation
Abstract: This paper shall attempt to forecast option prices using volatilities obtained from techniques of neural networks, time series analysis and calculations of implied ..... However, the prediction obtained from the Straddle technique is.

Yield Stability
uses cross-country data on wheat and maize yields and the diffusion of ..... approaches for deriving a trend from a noisy data series, including exponential.

Weighted Bench Dip.pdf
the movement. Forearms should always be pointing down. 3. 4. ... stay there throughout the movement. Page 1 of 1. Weighted Bench Dip.pdf. Weighted Bench ...

Weighted Automata Algorithms - Semantic Scholar
The mirror image of a string x = x1 ···xn is the string xR = xnxn−1 ··· x1. Finite-state transducers are finite automata in which each transition is augmented with an ...

Spectral Learning of General Weighted Automata via Constrained ...
A broad class of such functions can be defined by weighted automata. .... completion, and an extension of the analysis of spectral learning to an agnostic setting ...

Weighted Grade Scale.pdf
Page 1 of 1. Weighted Grade Scale. Grade Regular vs. Weighted. A 4.0 = 4.5. A- 3.667 = 4.125. B+ 3.33 = 3.75. B 3.0 = 3.375. B- 2.667 = 3.0. C+ 2.33 = 2.625.

Yield Stability - Williams College
maize across all developing countries and to relate them directly to modern variety .... pesticide use, or crop management practices. ... One measure of yield variability is the coefficient of variation of yield. ...... properties of business cycles.