On Finding the Natural Number of Topics with Latent Dirichlet Allocation: Some Observations

It is important to identify the ``correct'' number of topics in mechanisms like Latent Dirichlet Allocation(LDA) as they determine the quality of features that are presented as features for classifiers like SVM. In this work we propose a measure to identify the correct number of topics and offer empirical evidence in its favor in terms of classification accuracy and the number of topics that are naturally present in the corpus. We show the merit of the measure by applying it on real-world as well as synthetic data sets(both text and images). In proposing this measure, we view LDA as a matrix factorization mechanism, wherein a given corpus C is split into two matrix factors M-1 and M-2 as given by C-d*w = M1(d*t) x Q(t*w).Where d is the number of documents present in the corpus anti w is the size of the vocabulary. The quality of the split depends on ``t'', the right number of topics chosen. The measure is computed in terms of symmetric KL-Divergence of salient distributions that are derived from these matrix factors. We observe that the divergence values are higher for non-optimal number of topics - this is shown by a `dip' at the right value for `t'.

Pilkahduksia Pilkkeestä : tutkimus ikääntyvien päihteidenkäyttäjien päivätoimintaryhmistä

Tutkimuskohteenani ovat Helsingin Diakonissalaitoksen Pilke-projektin päivätoimintaryhmät ikääntyville päihteidenkäyttäjille. Helsingin Diakonissalaitoksen Pilke-projekti on osa Sininauhaliiton Liika on aina liikaa – ikääntyminen ja alkoholi -hanketta ja sitä rahoittaa Raha-automaattiyhdistys. Idea tutkimuksen tekoon nousi Liika on aina liikaa – ikääntyminen ja alkoholi -hankkeen tutkimustarpeiden myötä, tarpeesta saada kuuluviin yhden osahankkeen asiakkaiden ääni ja nostaa esiin heidän näkemyksensä ja kokemuksensa ryhmätoiminnasta, johon he osallistuvat, ja jota ei ole tutkittu vielä. Yhtenä perusteluna tutkimuksen tekemiselle on myös se, että aihe on uusi ja sitä ei ole juurikaan tutkittu. Tutkimusotteeni on etnografinen. Olen havainnoinut kolmea, Helsingin Diakonissalaitoksen eri tiloissa kokoontuvaa Pilke-ryhmää reilun puolen vuoden ajan. Tämän lisäksi olen haastatellut ryhmien jäseniä ryhmähaastattelun keinoin. Tutkimusnäkökulmaani olen laajentanut koskemaan myös ohjaajien työtä, koska pidän heidän työnsä näkyväksi tekemistä tärkeänä. Analyysissä yhdistän etnografisen aineiston temaattista luentaa ja diskurssianalyyttisempää otetta kiinnittäen huomiota puheella tuotettuihin ja puheen tuottamiin merkityksiin, vuorovaikutukseen keskustelijoiden välillä sekä identiteetin rakentumiseen puheessa. Tutkimuksessa pyrin kuvaamaan ja ymmärtämään ikääntyvien päihteidenkäyttäjien ryhmätoimintaa ja sen merkitystä ikääntyville sekä sitä, miten ryhmään löydytään. Ryhmähaastatteluissa kiinnostukseni kohdistuu etenkin siihen, miten ikääntyvät kokevat Pilke-ryhmätoiminnan ja millaisia määrittelyjä he itsestään ja suhteestaan ryhmätoimintaan tai alkoholiin antavat. Tuon esiin myös sitä, millaisiin haasteisiin tutkija voi törmätä tutkiessa ikääntyneitä päihteidenkäyttäjiä. Pohdin esimerkiksi afaattisesti puhuvien ihmisten haastattelemista ryhmähaastattelun keinoin sekä miksi havainnointi on mielestäni hyvä tapa tutkia ikääntyneitä päihteidenkäyttäjiä. Tulo Pilkkeeseen alkaa etsivästä työstä. Verkostojen yhteistyöllä ryhmiin päätyvät sellaiset ikääntyvät, joista suurin osa ei olisi kotonaan aktiivisten eläkeläisten harrastuspiireissä, koska niissä ei ole totuttu käymään ja sosiaalinen elämä on rajoittunut esimerkiksi lähiöravintolaan. Puhutaan haastavanakin pidetystä vähemmistöstä ikääntyneiden joukossa. Alkoholia on käytetty jo pitkään, tai sitä on ryhdytty käyttämään runsaasti vasta iäkkäänä. Pilkkeeseen löytyvistä ikääntyvistä varsin suuri osa kuitenkin kiinnittyy ryhmään. Tähän syynä ovat uusien ihmiskontaktien saamisen tärkeys, ohjaajien persoona, keskustelumahdollisuus ja mahdollisuus tehdä käsillä jotain, mitä kenties ei koskaan tulisi kotona tehtyä. Kynnys osallistumiseen on matala ja vaatimuksia elämäntapoja muuttamiselle ei ole. Pilkkeen merkitys siihen osallistuville on tulosteni mukaan suuri. Pilke katkaisee usein yksinäiseksikin koettua arkea ja muut ryhmässä käyvät koetaan tärkeiksi. Pilke tarjoaa mahdollisuuden jakaa ajatuksiaan ja omaa elämäntarinaansa. Huumori kantaa Pilke-tapaamisia. Myös käsillä tekeminen koetaan tärkeäksi ja sen huomaaminen, että tekemisen taito on tallella, voimaannuttaa. Pilke luo uudenlaista järjestystä elämään ja sen myötä myös alkoholinkäyttö osalla vähenee. Etenkin pitkäaikaisille jäsenille Pilkkeen voi sanoa muodostuvan kiinnipitäväksi ympäristöksi, joka on tutkimukseni keskeinen, alun perin D.W. Winnicottin käyttämä käsite.

Resent radar observations of asteroid 1566 Icarus

We report Doppler-only radar observations of Icarus at Goldstone at a transmitter frequency of 8510 MHz (3.5 cm wavelength) during 8-10 June 1996, the first radar detection of the object since 1968. Optimally filtered and folded spectra achieve a maximum opposite-circular (OC) polarization signal-to-noise ratio of about 10 and help to constrain Icarus' physical properties. We obtain an OC radar cross section of 0.05 km(2) (with a 35% uncertainty), which is less than values estimated by Goldstein (1969) and by Pettengill et al. (1969), and a circular polarization (SC/OC) ratio of 0.5+/-0.2. We analyze the echo power spectrum with a model incorporating the echo bandwidth B and a spectral shape parameter it, yielding a coupled constraint between B and n. We adopt 25 Hz as the lower bound on B, which gives a lower bound on the maximum pole-on breadth of about 0.6 km and upper bounds on the radar and optical albedos that are consistent with Icarus' tentative QS classification. The observed circular polarization ratio indicates a very rough near-surface at spatial scales of the order of the radar wavelength. (C) 1999 Elsevier Science Ltd. All rights reserved.

Influencia de la densidad de siembra y presencia de malezas en la incidencia del achaparramiento del maíz (Zea mays L.)

En el presente trabajo se investigó el efecto de los factores maleza, variedad y densidad y su interacción sobre la Incidencia del achaparramiento y la dinámica poblacional del insecto vector Dalbulus maidis (D & W), en el cultivo del maíz. El estudio fue establecido durante la época seca, Noviembre de 1987 en el Centro Nacional de Granos Básicos, San Cristóbal, Managua, Región III. El efecto de los tres factores se evaluó con análisis de varianza (ANDEVA) y separación de medias (tukey 0.05), a través de la correlación se estudió la asociación que hay entre la enfermedad y la población del insecto. Los síntomas presentados por las plantas en el campo se iniciaron con franjas cloróticas en la base de las hojas jóvenes seguidos por decoloraciones rojizas en el extremo de las hojas viejas, además de estos síntomas se observaron plantas de entrenudos cortos, con mazorcas pequeñas y deformes. El grado de incidencia de la enfermedad en el campo, se vio favorecido por lluvias escasas durante el ciclo del cultivo, con una precipitación promedio mensual de 66.22 mm, el riego programado se interrumpió durante el período de establecimiento del cultivo. El tratamiento que contempló malezas hasta los 28 días después de la siembra, variedad tolerante y densidad alta (M28v tPa), demostró tener influencia sobre el control del achaparramiento, ya que presentó un menor porcentaje de la enfermedad, siendo este de 26%, contra el tratamiento en que se controló maleza y se sembró variedad susceptible, densidad baja (M0VsPa ) obteniéndose el 74% de incidencia. Finalmente se determinó que el tratamiento afectado más severamente por esta enfermedad antes de la floración llegó a obtener un promedio de poco más de 500 kg/ha.

Changes in the chloride content of ground water in Pinellas County, Florida between 1947 and 1956

In December 1956 the U. S. Geological Survey, in cooperation with the Florida Geological Survey and the Board of County Commissioners of Pinellas County, collected waterlevel and chloride content of water in 94 wells in Pinellas County. First sampled in 1947, resampling and reanalyzing the water from these wells was used to determine the change in the chloride content of the ground water from 1947 to 1956. The chloride content of ground water is generally a reliable indication of the contamination of ground water by sea water, as 90 percent of the dissolved solids of sea water are chloride salts. (PDF contains 15 pages.)

Evaluation of the quantity and quality of the water resources of Volusia County, Florida

This report amplifies and refines some of the data already issued covering the water resources of Volusia County, which were published as Report of Investigations No. 21. The work in the report was accomplished as a cooperative program between the Department of Natural Resources, the U. S. Geological Survey and the Board of County Commissioners of Volusia County. Volusia County is almost totally dependent upon the water which falls upon the county and has a recharge area contained along the western portion and the central portions of the county. Excellent water is produced in the areal recharge and it is anticipated that this data will expand the existing knowledge of the water resources to permit the development of a great capacity for existing utilities and to offset and solve some of the problems now in the area. (PDF has 71 pages.)

Submarine landslides : selected studies in the U.S. Exclusive Economic Zone

Submarine Landslides: An Introduction 1 By RIo Lee, W.C. Schwab, and J.S. Booth U.S. Atlantic Continental Slope Landslides: Their Distribution, General Anributes, and Implications 14 By J.S. Booth, D.W. O'Leary, Peter Popenoe, and W.W. Danforth Submarine Mass Movement, a Formative Process of Passive Continental Margins: The Munson-Nygren Landslide Complex and the Southeast New England Landslide Complex 23 By D.W. O'Leary The Cape Fear Landslide: Slope Failure Associated with Salt Diapirism and Gas Hydrate Decomposition 40 By Peter Popenoe, E.A. Schmuck, and W.P. Dillon Ancient Crustal Fractures Control the Location and Size of Collapsed Blocks at the Blake Escarpment, East of Florida 54 By W.P. Dillon, J.S. Risch, K.M. Scanlon, P.C. Valentine, and Q.J. Huggett Tectonic and Stratigraphic Control on a Giant Submarine Slope Failure: Puerto Rico Insular Slope 60 By W.C. Schwab, W.W. Danforth, and K.M. Scanlon Slope Failure of Carbonate Sediment on the West Florida Slope 69 By D.C. Twichell, P.C. Valentine, and L.M. Parson Slope Failures in an Area of High Sedimentation Rate: Offshore Mississippi River Delta 79 By J.M. Coleman, D.B. Prior, L.E. Garrison, and H.J. Lee Salt Tectonics and Slope Failure in an Area of Salt Domes in the Northwestern Gulf of Mexico 92 By B.A. McGregor, R.G. Rothwell, N.H. Kenyon, and D.C. Twichell Slope Stability in Regions 01 Sea-Floor Gas Hydrate: Beaufort Sea Continental Slope 97 By R.E. Kayen and H.J. Lee Mass Movement Related to Large Submarine Canyons Along the Beringian Margin, Alaska 104 By P.R. Carlson, H.A. Karl, B.D. Edwards, J.V. Gardner, and R. Hall Comparison of Tectonic and Stratigraphic Control of Submarine Landslides on the Kodiak Upper Continental Slope, Alaska 117 By M.A. Hampton Submarine Landslides That Had a Significant Impact on Man and His Activities: Seward and Valdez, Alaska 123 By M.A. Hampton, R.W. Lemke, and H.W. Coulter Processes Controlling the Style of Mass Movement in Glaciomarine Sediment: Northeastern Gulf of Alaska 135 By W.C. Schwab and H.J. Lee Contents V VI Contents Liquefaction of Continental Shelf Sediment: The Northern California Earthquake of 1980 143 By M.E. Field A Submarine Landslide Associated with Shallow Sea-Floor Gas and Gas Hydrates off Northern California 151 By M.E. Field and J.H. Barber, Jr. Sur Submarine Landslide, a Deep-Water Sediment Slope Failure 158 By C.E. Gutmacher and W.R. Normark Seismically Induced Mudflow in Santa Barbara Basin, California 167 By B.D. Edwards, H.J. Lee, and M.E. Field Submarine Landslides in a Basin and Ridge Setting, Southern California 176 By M.E. Field and B.D. Edwards Giant Volcano-Related Landslides and the Development of the Hawaiian Islands 184 By W.R. Normark, J.G. Moore, and M.E. Torresan Submarine Slope Failures Initiated by Hurricane Iwa, Kahe Point, Oahu, Hawaii 197 By W.R. Normark, Pat Wilde, J.F. Campbell, T.E. Chase, and Bruce Tsutsui (PDF contains 210 pages)

NOAA Coastal Change Analysis Program (C-CAP): Guidance for Regional Implementation

EXECUTIVE SUMMARY: The Coastal Change Analysis Programl (C-CAP) is developing a nationally standardized database on landcover and habitat change in the coastal regions of the United States. C-CAP is part of the Estuarine Habitat Program (EHP) of NOAA's Coastal Ocean Program (COP). C-CAP inventories coastal submersed habitats, wetland habitats, and adjacent uplands and monitors changes in these habitats on a one- to five-year cycle. This type of information and frequency of detection are required to improve scientific understanding of the linkages of coastal and submersed wetland habitats with adjacent uplands and with the distribution, abundance, and health of living marine resources. The monitoring cycle will vary according to the rate and magnitude of change in each geographic region. Satellite imagery (primarily Landsat Thematic Mapper), aerial photography, and field data are interpreted, classified, analyzed, and integrated with other digital data in a geographic information system (GIS). The resulting landcover change databases are disseminated in digital form for use by anyone wishing to conduct geographic analysis in the completed regions. C-CAP spatial information on coastal change will be input to EHP conceptual and predictive models to support coastal resource policy planning and analysis. CCAP products will include 1) spatially registered digital databases and images, 2) tabular summaries by state, county, and hydrologic unit, and 3) documentation. Aggregations to larger areas (representing habitats, wildlife refuges, or management districts) will be provided on a case-by-case basis. Ongoing C-CAP research will continue to explore techniques for remote determination of biomass, productivity, and functional status of wetlands and will evaluate new technologies (e.g. remote sensor systems, global positioning systems, image processing algorithms) as they become available. Selected hardcopy land-cover change maps will be produced at local (1:24,000) to regional scales (1:500,000) for distribution. Digital land-cover change data will be provided to users for the cost of reproduction. Much of the guidance contained in this document was developed through a series of professional workshops and interagency meetings that focused on a) coastal wetlands and uplands; b) coastal submersed habitat including aquatic beds; c) user needs; d) regional issues; e) classification schemes; f) change detection techniques; and g) data quality. Invited participants included technical and regional experts and representatives of key State and Federal organizations. Coastal habitat managers and researchers were given an opportunity for review and comment. This document summarizes C-CAP protocols and procedures that are to be used by scientists throughout the United States to develop consistent and reliable coastal change information for input to the C-CAP nationwide database. It also provides useful guidelines for contributors working on related projects. It is considered a working document subject to periodic review and revision.(PDF file contains 104 pages.)

Water chemistry and osmoregulation in some arthropods, especially Malacostraca

This article briefly summarises some chief characteristics of osmoregulatory systems in malacostracan crustaceans, evolved to combat hydration, and the limitations thereby imposed on the salinity tolerance and distribution of these animals.

Acid precipitation and its effects on aquatic systems in the English Lake District

There is no evidence of an increase in the acidity (lower pH or alkalinity) of water-bodies in the Lake District over the last 50 years. Brown trout occur in acid streams and upland tarns where pH is 4.5-5.2 throughout the year. Their occurrence in such waters in Britain and Ireland has been known for most of this century and there is no previous evidence of harmful effects on salmonid fisheries, though numbers of fish are naturally low. However, many benthic invertebrates that are common in hill-streams where pH is above 5.7 do not occur in more acid streams. This phenomenon occurs in the headwaters of several western rivers in Cumbria. It is not a recent response to "acid rain". Harmful effects of pH are undoubtedly more pronounced in waters that are poor in other dissolved ions. Low concentrations of sodium, potassium, calcium and chloride are especially important and may limit the distributions of some aquatic animals even where pH is above 5.7. The concentration of sulphate ions is usually relatively high but this is not important to the fauna; concentrations are at least two times higher in productive alkaline water-bodies than they are in unproductive acid waters.

Calcite covering of sediment as a possible way of curbing blue-green algae

Natural calcite precipitation in lakes is a well-known control mechanism of eutrophication. In hard-water lakes, calcite deposits on the flat bottoms of shallow lakes and near the shores of deeper lakes resulted from biogenic decalcification during the millenia after the last glacial period. The objective of a new restoration technology is to intensify the natural process of precipitation by utilizing the different qualities of calcareous mud layers. In a pilot experiment in Lake Rudower See, East Germany, phosphorus-poor deeper layers of the sediments were flushed out and spread over the phosphorus-rich uppermost sediments, to promote the co- precipitation of calcite with phosphorus from the water-column.

Development of trophic state and phytoplankton in an oligo-mesotrophic reservoir (Kleine Kinzig) in Black Forest, Germany

Since 1989, intensive studies have been made on a relatively new (1983-84) oligotrophic reservoir and its pre-reservoir in the Black Forest. This paper briefly reports on the hydrochemistry, especially annual variations in phosphorus loadings, and the seasonal development of phytoplankton in 1989 and 1990.

Changes of water quality and sediment phosphorus of a small productive lake following decreased phosphorus loading

Esthwaite Water is the most productive or eutrophic lake in the English Lake District. Since 1945 its water quality has been determined from weekly or biweekly measurements of temperature, oxygen, plant nutrients and phytoplankton abundance. The lake receives phosphorus from its largely lowland-pasture catchment, sewage effluent from the villages of Hawkshead and Near Sawrey, and from a cage-culture fish farm. From 1986 phosphorus has been removed from the sewage effluent of Hawkshead which was considered to contribute between 47% and 67% of the total phosphorus loading to the lake. At the commencement of phosphorus removal regular measurements of phosphorus in the superficial 0-4 cm layer of lake sediment were made from cores collected at random sites. Since 1986 the mean annual concentration of alkali-extractable sediment phosphorus has decreased by 23%. This change is not significant at the 5% level but nearly so. There has been no marked change in water quality over this period. Summer dominance of blue-green algae which arose in the early 1980s after decline of the previous summer forms, Ceratium spp., has been maintained. Improvement in water quality is unlikely to be achieved at the present phosphorus loading.