41,479 research outputs found
Using NLP to measure democracy
This paper uses natural language processing to create the first machine-coded
democracy index, which I call Automated Democracy Scores (ADS). The ADS are
based on 42 million news articles from 6,043 different sources and cover all
independent countries in the 1993-2012 period. Unlike the democracy indices we
have today the ADS are replicable and have standard errors small enough to
actually distinguish between cases.
The ADS are produced with supervised learning. Three approaches are tried: a)
a combination of Latent Semantic Analysis and tree-based regression methods; b)
a combination of Latent Dirichlet Allocation and tree-based regression methods;
and c) the Wordscores algorithm. The Wordscores algorithm outperforms the
alternatives, so it is the one on which the ADS are based.
There is a web application where anyone can change the training set and see
how the results change: democracy-scores.or
Foliations with degenerate Gauss maps on
We obtain a classification of codimension one holomorphic foliations on
with degenerate Gauss maps.Comment: 26 pages, 3 figure
New equations for central configurations and generic finiteness
We consider the finiteness problem for central configurations of the body
problem. We prove that, for , there exists a (Zariski) closed subset
in the mass space , such that if , then there is a finite number of corresponding
classes of dimensional central configurations for potential associated
to a semi-integer exponent. Also, we obtain trilinear homogeneous polynomial
equations of degree for central configurations of fixed dimension and, for
each integer , we show that the set of mutual distances associated to
a dimensional central configuration is contained in a determinantal
algebraic set.Comment: 17 pages. To appear in Proceedings of the AMS. Final version, revised
according to the referee report
Remarks on BMS invariant field theories: correlation functions and nonunitary CFTs
We use the isomorphism between the BMS and the algebras to
reconsider some generic aspects of CFTs with the BMS algebra defined as a
chiral symmetry. For unitarity theories, it is known that the extended symmetry
generator acts trivially, and the resulting theory is equivalent to a CFT with
a Virasoro symmetry only. For nonunitary CFTs, we define an operator depending
on a nilpotent variable, and we organize the Verma module through the action of
this new operator. Finally, we find the conditions imposed by the modified Ward
identity.Comment: 21 pages; v2: presentation improved, typos corrected, references
adde
Quantum state transfer and Hadamard gate for coherent states
We propose a quantum state transfer from an atomic qubit to a cat-like qubit
by means of one degenerate Raman interaction and one Hadamard gate operation
for coherent states. We show that the coefficients of the atomic qubit can be
mapped onto coherent state qubit, with an effective qubit state transfer.Comment: 11 pages,4 figures. arXiv admin note: substantial text overlap with
arXiv:1108.124
Parametric down conversion of a bosonic thermofield vacuum
We consider a process of parametric down conversion where the input state is
a bosonic thermofield vacuum. This state leads to a parametric down conversion,
generating an output of two excited photons. Following a thermofield dynamics
scheme, the input state, initially in a bosonic thermofield vacuum, and the
output states, initially in vacuum states, evolve under a Liouville-von Neumann
equation.Comment: 11 pages, 3 figures. arXiv admin note: substantial text overlap with
arXiv:1104.392
On the Complex Conjugate Series for Pi
It will be shown a different way to find infinite series for Pi involving
complex conjugates.Comment: arXiv admin note: withdrawn by arXiv administrators due to disputed
authorshi
Optical and spin-optical superpositions modulated by Aharonov-Bohm effect
Generation of Aharonov-Bohm (AB) phase has achieved a state-of-the-art in
mesoscopic systems with manipulation and control of the AB effect. The
possibility of transfer information enconded in such systems to non-classical
states of light increases the possible scenarios where the information can be
manipulated and transfered. In this paper we propose a quantum transfer of the
AB phase generated in a spintronic device, a topological spin transistor (TST),
to an quantum optical device, a coherent state superposition in high-Q cavity
and discuss optical and spin-optical superpositions in the presence of an AB
phase. We demonstrate that the AB phase generated in the TST can be transfered
to the coherent state superposition, considering the interaction with the spin
state and the quantum optical manipulation of the coherent state superposition.
We show that these cases provide examples of two-qubit states modulated by AB
effect and that the phase parameter can be used to control the degree of
rotation of the qubit state. We also show under a measurement on the spin
basis, an optical one-qubit state that can be modulated by the AB effect. In
these cases, we consider a dispesive interaction between a coherent state and a
spin state with an acquired AB phase and also discuss a dissipative case where
a given Lindblad equation is achieved and solved. Keywords: Quantum transfer;
Aharonov-Bohm phase; Spintronics; Quantum Optical Devices.Comment: 18 pages, 3 figure
Using SVM to pre-classify government purchases
The Brazilian government often misclassifies the goods it buys. That makes it
hard to audit government expenditures. We cannot know whether the price paid
for a ballpoint pen (code #7510) was reasonable if the pen was misclassified as
a technical drawing pen (code #6675) or as any other good. This paper shows how
we can use machine learning to reduce misclassification. I trained a support
vector machine (SVM) classifier that takes a product description as input and
returns the most likely category codes as output. I trained the classifier
using 20 million goods purchased by the Brazilian government between 1999-04-01
and 2015-04-02. In 83.3% of the cases the correct category code was one of the
three most likely category codes identified by the classifier. I used the
trained classifier to develop a web app that might help the government reduce
misclassification. I open sourced the code on GitHub; anyone can use and modify
it
Ideals of polynomials between Banach spaces revisited
Ideals of polynomials and multilinear operators between Banach spaces have
been exhaustively investigated in the last decades. In this paper, we introduce
a unified (and more general) approach and propose some lines of investigation
in this new framework. Among other results, we prove a Bohnenblust--Hille
inequality in this more general setting
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