852 research outputs found
Targeted Undersmoothing
This paper proposes a post-model selection inference procedure, called
targeted undersmoothing, designed to construct uniformly valid confidence sets
for a broad class of functionals of sparse high-dimensional statistical models.
These include dense functionals, which may potentially depend on all elements
of an unknown high-dimensional parameter. The proposed confidence sets are
based on an initially selected model and two additionally selected models, an
upper model and a lower model, which enlarge the initially selected model. We
illustrate application of the procedure in two empirical examples. The first
example considers estimation of heterogeneous treatment effects using data from
the Job Training Partnership Act of 1982, and the second example looks at
estimating profitability from a mailing strategy based on estimated
heterogeneous treatment effects in a direct mail marketing campaign. We also
provide evidence on the finite sample performance of the proposed targeted
undersmoothing procedure through a series of simulation experiments
Constraints on the radio loud/radio quiet dichotomy from the fundamental plane
The fundamental plane for black hole activity constitutes a tight correlation
between jet power, X-ray luminosity, and black hole mass. Under the assumption
that a Blandford-Znajek-type mechanism, which relies on black hole spin,
contributes non-negligibly to jet production, the sufficiently small scatter in
the fundamental plane shows that black hole spin differences of
a1 are not typical among the active galactic nuclei
population. If as it seems radio loud and radio quiet objects are both
faithful to the fundamental plane, models of black hole accretion in which the
radio loud/radio quiet dichotomy is based on a spin dichotomy of
a1/a0, respectively, are difficult to reconcile with the
observations.
We show how recent theoretical work based on differences in accretion flow
orientation between retrograde and prograde, accommodates a small scatter in
the fundamental plane for objects that do have non-negligible differences in
black hole spin values. We also show that the dichotomy in spin between the
most radio loud and the most radio quiet involves a0. And, finally, we show how the picture that produces compatibility
with the fundamental plane, also allows one to interpret other otherwise
puzzling observations of jets across the mass scale including 1) the recently
observed inverse relation between radio and X-rays at higher Eddington ratios
in both black hole X-ray binaries as well as active galactic nuclei and 2) the
apparent contradiction between jet power and black hole spin observed in X-ray
hard and transitory burst states in X-ray binaries.Comment: 8 pages, 1 figure, accepted in MNRA
The Einstein solid state spectrometer and monitor proportional counter survey of low mass x‐ray binaries
The HEAO‐2 Einstein solid state spectrometer (SSS; 0.5–4.5 keV) and monitor proportional counter (MPC; 1.2–20.0 keV) carried out an extensive survey of 50 low mass x‐ray binaries (LMXB). Simultaneous SSS plus MPC spectra, selected on the basis of their intensity, were fit with a set of simple and complex spectral models. For all the sources, including Eddington‐limited bulge sources, bursters, dippers, the soft spectrum black hole candidates, and a few transients in decline, the spectra could be fit acceptably with combinations of thermal bremsstrahlung and blackbody spectra or a Comptonized spectrum and a blackbody. The results rule out optically thick disk models for the bright (Z) sources and for the bursters power law models are unacceptable. The SSS can confirm only the strongest of previously reported low energy emission lines due to OVIII or Fe L transitions. The data does not support a unique physical interpretation. © 1994 American Institute of Physics.Peer Reviewedhttp://deepblue.lib.umich.edu/bitstream/2027.42/87678/2/193_1.pd
AudioPairBank: Towards A Large-Scale Tag-Pair-Based Audio Content Analysis
Recently, sound recognition has been used to identify sounds, such as car and
river. However, sounds have nuances that may be better described by
adjective-noun pairs such as slow car, and verb-noun pairs such as flying
insects, which are under explored. Therefore, in this work we investigate the
relation between audio content and both adjective-noun pairs and verb-noun
pairs. Due to the lack of datasets with these kinds of annotations, we
collected and processed the AudioPairBank corpus consisting of a combined total
of 1,123 pairs and over 33,000 audio files. One contribution is the previously
unavailable documentation of the challenges and implications of collecting
audio recordings with these type of labels. A second contribution is to show
the degree of correlation between the audio content and the labels through
sound recognition experiments, which yielded results of 70% accuracy, hence
also providing a performance benchmark. The results and study in this paper
encourage further exploration of the nuances in audio and are meant to
complement similar research performed on images and text in multimedia
analysis.Comment: This paper is a revised version of "AudioSentibank: Large-scale
Semantic Ontology of Acoustic Concepts for Audio Content Analysis
Entanglement witnessing and quantum cryptography with non-ideal ferromagnetic detectors
We investigate theoretically the use of non-ideal ferromagnetic contacts as a
mean to detect quantum entanglement of electron spins in transport experiments.
We use a designated entanglement witness and find a minimal spin polarization
of required to demonstrate spin entanglement.
This is significantly less stringent than the ubiquitous tests of Bell's
inequality with . In addition, we discuss the
impact of decoherence and noise on entanglement detection and apply the
presented framework to a simple quantum cryptography protocol. Our results are
directly applicable to a large variety of experiments.Comment: 10 pages, 4 figure
On complemented copies of the space in spaces
We study the question for which Tychonoff spaces and locally convex
spaces the space of continuous -valued functions on
contains a complemented copy of the space
, both endowed with the
pointwise topology. We provide a positive answer for a vast class of spaces,
extending classical theorems of Cembranos, Freniche, and Doma\'nski and
Drewnowski, proved for the case of Banach and Fr\'echet spaces . For
given infinite Tychonoff spaces and , using the results of Henriksen and
Woods and analysing relations between the space and the space
of separately continuous real-valued functions on the product
, we show that contains a complemented copy of
if and only if any of the spaces and contains such
a subspace. This approach applies also to show that, contrary to the case of
the compact-open topology, for every infinite compact spaces and the
space cannot be mapped onto the space by a
continuous linear operator.Comment: 19 pages, comments are welcome
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