246 research outputs found
Wavelet-Based Compressive Sensing for Point Scatterers
Compressive Sensing (CS) allows for the sam-pling of signals at well below the Nyquist rate but does so, usually, at the cost of the suppression of lower amplitude sig-nal components. Recent work suggests that important infor-mation essential for recognizing targets in the radar context is contained in the side-lobes as well, which are often sup-pressed by CS. In this paper we extend existing techniques and introduce new techniques both for improving the accu-racy of CS reconstructions and for improving the separa-bility of scenes reconstructed using CS. We investigate the Discrete Wavelet Transform (DWT), and show how the use of the DWT as a representation basis may improve the accu-racy of reconstruction generally. Moreover, we introduce the concept of using multiple wavelet-based reconstructions of a scene, given only a single physical observation, to derive re-constructions that surpass even the best wavelet-based CS reconstructions. Lastly, we specifically consider the effect of the wavelet-based reconstruction on classification. This is done indirectly by comparing outputs of different algo-rithms using a variety of separability measures. We show that various wavelet-based CS reconstructions are substan-tially better than conventional CS approaches at inducing (or preserving) separability, and hence may be more useful in classification applications
Lower Bounds for Symmetric Circuits for the Determinant
Dawar and Wilsenach (ICALP 2020) introduce the model of symmetric arithmetic circuits and show an exponential separation between the sizes of symmetric circuits for computing the determinant and the permanent. The symmetry restriction is that the circuits which take a matrix input are unchanged by a permutation applied simultaneously to the rows and columns of the matrix. Under such restrictions we have polynomial-size circuits for computing the determinant but no subexponential size circuits for the permanent. Here, we consider a more stringent symmetry requirement, namely that the circuits are unchanged by arbitrary even permutations applied separately to rows and columns, and prove an exponential lower bound even for circuits computing the determinant. The result requires substantial new machinery. We develop a general framework for proving lower bounds for symmetric circuits with restricted symmetries, based on a new support theorem and new two-player restricted bijection games. These are applied to the determinant problem with a novel construction of matrices that are bi-adjacency matrices of graphs based on the CFI construction. Our general framework opens the way to exploring a variety of symmetry restrictions and studying trade-offs between symmetry and other resources used by arithmetic circuits
Symmetric Arithmetic Circuits.
We introduce symmetric arithmetic circuits, i.e. arithmetic circuits with a natural symmetry
restriction. In the context of circuits computing polynomials defined on a matrix of variables, such
as the determinant or the permanent, the restriction amounts to requiring that the shape of the
circuit is invariant under row and column permutations of the matrix. We establish unconditional,
nearly exponential, lower bounds on the size of any symmetric circuit for computing the permanent
over any field of characteristic other than 2. In contrast, we show that there are polynomial-size
symmetric circuits for computing the determinant over fields of characteristic zero
A new precision measurement of the {\alpha}-decay half-life of 190Pt
A laboratory measurement of the -decay half-life of Pt has
been performed using a low background Frisch grid ionisation chamber. A total
amount of 216.60(17) mg of natural platinum has been measured for 75.9 days.
The resulting half-life is years, with a total
uncertainty of 3.2%. This number is in good agreement with the half-life
obtained using the geological comparison method
Symmetric Circuits for Rank Logic.
Fixed-point logic with rank (FPR) is an extension of fixed-point logic with counting (FPC) with operators for computing the rank of a matrix over a finite field. The expressive power of FPR properly extends that of FPC and is contained in P, but it is not known if that containment is proper. We give a circuit characterization for FPR in terms of families of symmetric circuits with rank gates, along the lines of that for FPC given by [Anderson and Dawar 2017]. This requires the development of a broad framework of circuits in which the individual gates compute functions that are not symmetric (i.e., invariant under all permutations of their inputs). This framework also necessitates the development of novel techniques to prove the equivalence of circuits and logic. Both the framework and the techniques are of greater generality than the main result
Receptive vocabulary and early literacy skills in emergent bilingual Northern Sotho-English children
This study explored receptive vocabulary size and early literacy skills (namely: letter naming,
knowledge of phoneme-grapheme correspondences and early writing) in emergent bilingual
Northern Sotho-English children. Two groups of Grade 1 learners were tested in both English
and in Northern Sotho. Group 1 (N = 49) received their formal schooling in English, whilst
group 2 (N = 50) received their formal schooling in Northern Sotho. Receptive vocabulary was
tested using the Peabody Picture Vocabulary Test. Letter knowledge was assessed by asking
learners to name letter cards, whilst knowledge of phoneme-grapheme correspondences was
tested by asking children to match letter cards with spoken sounds. Early writing was assessed
by asking children to write their names. Statistical analyses indicated that both English and
Northern Sotho receptive vocabulary knowledge had a significant effect on early literacy
skills, whilst no main effect was found for the language of instruction. Group 1 performed
significantly better than Group 2 in English receptive vocabulary, in knowledge of phonemegrapheme
correspondences and in early writing, but no group differences were found for
Northern Sotho receptive vocabulary or for letter knowledge. English receptive vocabulary
significantly predicted the outcome of all of the early literacy skills, whilst Northern Sotho
receptive vocabulary significantly predicted phoneme-grapheme correspondences and early
writing
Phonological awareness and reading in Northern Sotho – Understanding the contribution of phonemes and syllables in Grade 3 reading attainment
Background:Â The role of phonological awareness (PA) in successful reading attainment in Northern Sotho has received some attention. However, the importance of developing an awareness to the different phonological grain sizes that underlie decoding (i.e. to different dimensions of PA) has not been established in this language.
Aim:Â This study assessed different levels of PA in Northern Sotho learners in order to determine the relationship between phoneme awareness, syllable awareness and reading.
Setting:Â The research was conducted in Atteridgeville, a suburb in Tshwane. The participants were Grade 3 learners who spoke Northern Sotho as home language, and who received their literacy instruction in Northern Sotho in the foundation phase.
Methods:Â The research was cross-sectional, with a correlational component. Phoneme awareness was assessed via a phoneme identification and elision task, whereas syllable awareness was assessed with a syllable elision task.
Results:Â Statistical analyses revealed that Northern Sotho learners are significantly better at identifying syllables than phonemes, but that phoneme awareness predicts reading outcomes more accurately.
Conclusion: This study suggests that phoneme awareness does not necessarily develop early or automatically in languages with a simple syllable structure and a transparent orthography and evaluates this finding against the predictions of the Psycholinguistic Grain Size Theory. The importance of explicitly teaching phoneme–grapheme correspondences to Northern Sotho learners is highlighted
Identifying phonological processing deficits in Northern Sotho-speaking children: The use of non-word repetition as a language assessment tool in the South African context
Diagnostic testing of speech/language skills in the African languages spoken in South Africa
is a challenging task, as standardised language tests in the official languages of South Africa
barely exist. Commercially available language tests are in English, and have been standardised
in other parts of the world. Such tests are often translated into African languages, a practice
that speech language therapists deem linguistically and culturally inappropriate. In response
to the need for developing clinical language assessment instruments that could be used in
South Africa, this article reports on data collected with a Northern Sotho non-word repetition
task (NRT). Non-word repetition measures various aspects of phonological processing,
including phonological working memory (PWM), and is used widely by speech language
therapists, linguists, and educational psychologists in the Western world. The design of a
novel Northern Sotho NRT is described, and it is argued that the task could be used successfully
in the South African context to discriminate between children with weak and strong Northern
Sotho phonological processing ability, regardless of the language of learning and teaching. The
NRT was piloted with 120 third graders, and showed moderate to strong correlations with
other measures of PWM, such as digit span and English non-word repetition. Furthermore, the
task was positively associated with both word and fluent reading in Northern Sotho, and it
reliably predicted reading outcomes in the tested population. Suggestions are made for
improving the current version of the Northern Sotho NRT, whereafter it should be suitable to
test learners from various age groups
- …