Pedro Silva

Pedro Silva

Amstelveen, Noord-Holland, Nederland
773 volgers Meer dan 500 connecties

Info

With 15 years in the tech industry, I've honed my skills in software engineering…

Activiteit

Ervaring

  • Booking.com grafisch

    Booking.com

    Amsterdam, North Holland, Netherlands

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    Amsterdam, North Holland, Netherlands

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    Amsterdam Area, Netherlands

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    Amsterdam

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    Amsterdam Area, Netherlands

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    Porto Area, Portugal

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    Berkeley, California, USA

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    San Francisco Bay Area

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    San Francisco Bay Area

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    San Francisco Bay Area

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    Montemor-o-Novo, Portugal

Opleiding

Publicaties

  • The influence of microtiming deviations on the perception of groove in short rhythms

    Music Perception

    Groove is a sensation of movement or wanting to move when we listen to certain types of music; it is central to the appreciation of many styles such as Jazz, Funk, Latin, and many more. To better understand the mechanisms that lead to the sensation of groove, we explore the relationship between groove and systematic microtiming deviations. Manifested as small, intentional deviations in timing, systematic microtiming is widely considered within the music community to be a critical component of…

    Groove is a sensation of movement or wanting to move when we listen to certain types of music; it is central to the appreciation of many styles such as Jazz, Funk, Latin, and many more. To better understand the mechanisms that lead to the sensation of groove, we explore the relationship between groove and systematic microtiming deviations. Manifested as small, intentional deviations in timing, systematic microtiming is widely considered within the music community to be a critical component of music performances that groove. To investigate the effect of microtiming on the perception of groove we synthesized typical rhythm patterns for Jazz, Funk, and Samba with idiomatic microtiming deviation patterns for each style. The magnitude of the deviations was parametrically varied from nil to about double the natural level. In two experiments, untrained listeners and experts listened to all combinations of same and different music and micro-timing style and magnitude combinations, and rated liking, groove, naturalnes s, and speed. Contrary to a common and frequently expressed belief in the literature, systematic microtiming led to decreased groove ratings, as well as liking and naturalness, with the exception of the simple short-long shuffle Jazz pattern. A comparison of the ratings between the two listener groups revealed this effect to be stronger for the expert listener group than for the untrained listeners, suggesting that musical expertise plays an important role in the perception and appreciation of microtiming in rhythmic patterns.

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  • Classification, segmentation and chronological prediction of cinematic sound

    International Conference on Machine Learning and Applications

    This paper presents work done on classification, segmentation and chronological prediction of cinematic sound employing support vector machines (SVM) with sequential minimal optimization (SMO). Speech, music, environmental sound and silence, plus all pair wise combinations excluding silence, are considered as classes. A model considering simple adjacency rules and probabilistic output from logistic regression is used for segmenting fixed-length parts into auditory scenes. Evaluation of the…

    This paper presents work done on classification, segmentation and chronological prediction of cinematic sound employing support vector machines (SVM) with sequential minimal optimization (SMO). Speech, music, environmental sound and silence, plus all pair wise combinations excluding silence, are considered as classes. A model considering simple adjacency rules and probabilistic output from logistic regression is used for segmenting fixed-length parts into auditory scenes. Evaluation of the proposed methods on a 44-film dataset against k-nearest neighbor, Naive Bayes and standard SVM classifiers shows superior results of the SMO classifier on all performance metrics. Subsequently, we propose sample size optimizations to the building of similar datasets. Finally, we use meta-features built from classification as descriptors in a chronological model for predicting the period of production of a given soundtrack. A decision table classifier is able to estimate the year of production of an unknown soundtrack with a mean absolute error of approximately five years.

    Publicatie weergeven
  • Regulation of imprinted gene expression in Arabidopsis endosperm

    Proceedings of the National Academy of Sciences

    Imprinted genes are expressed primarily or exclusively from either the maternal or paternal allele, a phenomenon that occurs in flowering plants and mammals. Flowering plant imprinted gene expression has been described primarily in endosperm, a terminal nutritive tissue consumed by the embryo during seed development or after germination. Imprinted expression in Arabidopsis thaliana endosperm is orchestrated by differences in cytosine DNA methylation between the paternal and maternal genomes as…

    Imprinted genes are expressed primarily or exclusively from either the maternal or paternal allele, a phenomenon that occurs in flowering plants and mammals. Flowering plant imprinted gene expression has been described primarily in endosperm, a terminal nutritive tissue consumed by the embryo during seed development or after germination. Imprinted expression in Arabidopsis thaliana endosperm is orchestrated by differences in cytosine DNA methylation between the paternal and maternal genomes as well as by Polycomb group proteins. Currently, only 11 imprinted A. thaliana genes are known. Here, we use extensive sequencing of cDNA libraries to identify 9 paternally expressed and 34 maternally expressed imprinted genes in A. thaliana endosperm that are regulated by the DNA-demethylating glycosylase DEMETER, the DNA methyltransferase MET1, and/or the core Polycomb group protein FIE. These genes encode transcription factors, proteins involved in hormone signaling, components of the ubiquitin protein degradation pathway, regulators of histone and DNA methylation, and small RNA pathway proteins. We also identify maternally expressed genes that may be regulated by unknown mechanisms or deposited from maternal tissues. We did not detect any imprinted genes in the embryo. Our results show that imprinted gene expression is an extensive mechanistically complex phenomenon that likely affects multiple aspects of seed development.

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  • Genome-wide evolutionary analysis of eukaryotic DNA methylation

    Science

    Eukaryotic cytosine methylation represses transcription but also occurs in the bodies of active genes, and the extent of methylation biology conservation is unclear. We quantified DNA methylation in 17 eukaryotic genomes and found that gene body methylation is conserved between plants and animals, whereas selective methylation of transposons is not. We show that methylation of plant transposons in the CHG context extends to green algae and that exclusion of histone H2A.Z from methylated DNA is…

    Eukaryotic cytosine methylation represses transcription but also occurs in the bodies of active genes, and the extent of methylation biology conservation is unclear. We quantified DNA methylation in 17 eukaryotic genomes and found that gene body methylation is conserved between plants and animals, whereas selective methylation of transposons is not. We show that methylation of plant transposons in the CHG context extends to green algae and that exclusion of histone H2A.Z from methylated DNA is conserved between plants and animals, and we present evidence for RNA-directed DNA methylation of fungal genes. Our data demonstrate that extant DNA methylation systems are mosaics of conserved and derived features, and indicate that gene body methylation is an ancient property of eukaryotic genomes.

    Andere auteurs
    • Ivy E. McDaniel
    • Daniel Zilberman
    Publicatie weergeven
  • Local DNA hypomethylation activates genes in rice endosperm

    Proceedings of the National Academy of Sciences

    Cytosine methylation silences transposable elements in plants, vertebrates, and fungi but also regulates gene expression. Plant methylation is catalyzed by three families of enzymes, each with a preferred sequence context: CG, CHG (H = A, C, or T), and CHH, with CHH methylation targeted by the RNAi pathway. Arabidopsis thaliana endosperm, a placenta-like tissue that nourishes the embryo, is globally hypomethylated in the CG context while retaining high non-CG methylation. Global methylation…

    Cytosine methylation silences transposable elements in plants, vertebrates, and fungi but also regulates gene expression. Plant methylation is catalyzed by three families of enzymes, each with a preferred sequence context: CG, CHG (H = A, C, or T), and CHH, with CHH methylation targeted by the RNAi pathway. Arabidopsis thaliana endosperm, a placenta-like tissue that nourishes the embryo, is globally hypomethylated in the CG context while retaining high non-CG methylation. Global methylation dynamics in seeds of cereal crops that provide the bulk of human nutrition remain unknown. Here, we show that rice endosperm DNA is hypomethylated in all sequence contexts. Non-CG methylation is reduced evenly across the genome, whereas CG hypomethylation is localized. CHH methylation of small transposable elements is increased in embryos, suggesting that endosperm demethylation enhances transposon silencing. Genes preferentially expressed in endosperm, including those coding for major storage proteins and starch synthesizing enzymes, are frequently hypomethylated in endosperm, indicating that DNA methylation is a crucial regulator of rice endosperm biogenesis. Our data show that genome-wide reshaping of seed DNA methylation is conserved among angiosperms and has a profound effect on gene expression in cereal crops.

    Andere auteurs
    • M Yvonne Kim
    • Jessica A Rodrigues
    • Bradley Dotson
    • Matthew D Brooks
    • Daniel Zilberman
    Publicatie weergeven
  • Genome-wide demethylation of Arabidopsis endosperm

    Science

    Parent-of-origin-specific (imprinted) gene expression is regulated in Arabidopsis thaliana endosperm by cytosine demethylation of the maternal genome mediated by the DNA glycosylase DEMETER, but the extent of the methylation changes is not known. Here, we show that virtually the entire endosperm genome is demethylated, coupled with extensive local non-CG hypermethylation of small interfering RNA–targeted sequences. Mutation of DEMETER partially restores endosperm CG methylation to levels found…

    Parent-of-origin-specific (imprinted) gene expression is regulated in Arabidopsis thaliana endosperm by cytosine demethylation of the maternal genome mediated by the DNA glycosylase DEMETER, but the extent of the methylation changes is not known. Here, we show that virtually the entire endosperm genome is demethylated, coupled with extensive local non-CG hypermethylation of small interfering RNA–targeted sequences. Mutation of DEMETER partially restores endosperm CG methylation to levels found in other tissues, indicating that CG demethylation is specific to maternal sequences. Endosperm demethylation is accompanied by CHH hypermethylation of embryo transposable elements. Our findings demonstrate extensive reconfiguration of the endosperm methylation landscape that likely reinforces transposon silencing in the embryo.

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Cursussen

  • Acoustics

    RA 102

  • Advanced Industry Applications

    RA 302

  • Advanced Studio Studies

    RA 202

  • Aesthetics of Sound

    BECA 735

  • Assembly Language and Introduction to Computer Organization

    CSC 310

  • Basic Computer Architecture

    ENGR 356

  • Bioinformatics Computing

    CSC 857

  • Business and Legal Studies

    RA 301

  • Calculus I

    MATH 226

  • Calculus II

    MATH 227

  • Contabilidade Financeira I

    -

  • Contabilidade Geral e de Gestão I

    620

  • Cultural Perspectives

    RA 204

  • Data Structures

    CSC 313

  • Digital Recording

    RA 201

  • Discrete Math

    CSC 330

  • Ethics and Responsibility in Electronic Media

    BECA 702

  • Fundamentals of Computer Science

    CSC 213

  • High Performance Networked Resrouces

    REDAI

  • Industry Perspectives, Issues, and Research Techniques

    RA 203

  • Informática da Empresa

    742

  • Introduction to Computer Programming

    CSC 210

  • Introduction to Computing and Media

    RA 100

  • Introduction to Graduate Studies

    BECA 700

  • Introduction to Java Programming

    CSC 203

  • Introduction to Software Development

    CSC 212

  • Introduction to Studio Studies

    RA 101

  • Introdução às Ciências Sociais

    907

  • Knowledge Extraction and Computational Learning

    ECAC

  • Language Processing and Information Extraction

    PLEI

  • Master's Thesis

    BECA 898

  • Matemática I

    101

  • Methodologies for Scientific Research

    MIC

  • Multi-Agent Systems

    SMA

  • Musicianship and Theory Studies

    RA 103

  • Noções Fundamentais de Direito

    310

  • Pattern Analysis and Machine Intelligence

    CSC 872

  • Programming Language Design

    CSC 600

  • Programming Paradigms

    PP

  • Research Planning

    PI

  • Research Project

    RA 303

  • Research Thesis

    BECA 897

  • Seminar in BECA Pedagogy

    BECA 752

  • Seminar in Media Aesthetics

    BECA 706

  • Seminar on Theory of Research

    BECA 703

  • Social and Ethical Issues

    CSC 305

  • Software Development

    CSC 413

  • Special Study

    CSC 899

  • Studio Equipment

    RA 104

  • Theory of Computing

    CSC 520

Projecten

  • The Patient

    The doctor-patient relationship becomes a seductive web of lies and intrigue as two women, a psychiatrist and her young patient find themselves drawn into a world of illusions set against the exotic backdrop of San Francisco's Chinatown. The psychiatrist, Kelly, tormented by an abusive childhood, finds solace in the scientific realities of the medical profession. But this trust in medicine is shaken when she begins to treat, and then befriends a young Chinese girl, Eve, who lives nearby. Soon…

    The doctor-patient relationship becomes a seductive web of lies and intrigue as two women, a psychiatrist and her young patient find themselves drawn into a world of illusions set against the exotic backdrop of San Francisco's Chinatown. The psychiatrist, Kelly, tormented by an abusive childhood, finds solace in the scientific realities of the medical profession. But this trust in medicine is shaken when she begins to treat, and then befriends a young Chinese girl, Eve, who lives nearby. Soon this relationship becomes more than friendship, as Eve entices Kelly into a world of cults and dark magic. With no place to hide from an invisible nemesis, the walls between reality and fiction, truth and lies, doctor and patient disintegrate. Ultimately only tragedy can bring this well written story of director Edward Lau to a shocking conclusion.

    Andere bijdragers
    Project weergeven
  • Homeworld

    The year: 3037. Earth is at war with aliens called Mendax. They have remarkable mental abilities and are determined to wipe out all mankind. In retaliation, a military team is sent to the Mendax homeworld. Their mission: To deliver the Devorga Strain, a powerful virus engineered to attack the Mendax immune system, exterminating them from their planet. One of the team members is terribly injured when their ship crash lands on the Mendax homeworld. Will they leave a member of their team behind…

    The year: 3037. Earth is at war with aliens called Mendax. They have remarkable mental abilities and are determined to wipe out all mankind. In retaliation, a military team is sent to the Mendax homeworld. Their mission: To deliver the Devorga Strain, a powerful virus engineered to attack the Mendax immune system, exterminating them from their planet. One of the team members is terribly injured when their ship crash lands on the Mendax homeworld. Will they leave a member of their team behind, or risk being slowed by the burden? When the secret of Homeworld is discovered, they must find the truth within themselves or all is lost. But how can you learn the truth when everything you see and feel may be an illusion?

    Andere bijdragers
    • Phillip Hudson
    Project weergeven
  • Our Feature Presentation

    Our Feature Presentation is a 2008 independent comedy film directed by Gardner Loulan and written by Gardner Loulan and Joseph Brady.

    Andere bijdragers
    Project weergeven
  • MAT - Media, Arts & Technologies

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    Media Arts and Technology (MAT) research fuses emergent media, computer science, engineering, and electronic music and digital art research, practice, production, and theory. This relatively new field of inquiry focuses on cultural content (music, video and film, TV, radio, performing arts, etc.) and its integration with the most recent Information and Communication Technologies, including the field of Human Computer Interaction.

    The research areas comprise a vast number of aspects…

    Media Arts and Technology (MAT) research fuses emergent media, computer science, engineering, and electronic music and digital art research, practice, production, and theory. This relatively new field of inquiry focuses on cultural content (music, video and film, TV, radio, performing arts, etc.) and its integration with the most recent Information and Communication Technologies, including the field of Human Computer Interaction.

    The research areas comprise a vast number of aspects ranging from multimedia processing and analysis, new media formats, content creation, searching, integration, adaptation, diffusion and presentation. The application domains of MAT range from improvements in conventional areas such as computer graphics, sound and music computing and artificial intelligence through enablers of new media industries up to new development of health therapies, education, fashion, and tourism, for example.

    The MAT research program aims at achieving innovation in various scientific and technological fields within the domain of Media Arts and Technology. Expected outcomes will range from knowledge production (high-impact scientific publications and publications in the general media) to innovative prototypes and modular technologies of use to industry as well as end-users.

    Andere bijdragers
    Project weergeven
  • ShakeIt - Mechanisms of Groove and Applications

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    What are the properties of sound signals that induce the experience of groove in listeners? In particular, how do systematic patterns of signal properties (timing, metrical structure, loudness, etc.) relate to the experience of groove at several levels of the metrical structure?

    To answer these questions, in ShakeIt, we follow an analysis/synthesis approach, and explore complementarities between three lines of work:

    - Automatic analysis of groove features from audio. In…

    What are the properties of sound signals that induce the experience of groove in listeners? In particular, how do systematic patterns of signal properties (timing, metrical structure, loudness, etc.) relate to the experience of groove at several levels of the metrical structure?

    To answer these questions, in ShakeIt, we follow an analysis/synthesis approach, and explore complementarities between three lines of work:

    - Automatic analysis of groove features from audio. In particular, focusing on automatic learning from examples of what we call the “groove archetype” of certain music styles.
    - Empirical experiments with human participants to validate/invalidate these features and to investigate if there are other relevant features for the perception of groove.
    - Implementation of a software for real-time generation/manipulation of polyphonic rhythmic sequences conveying the groove of a certain style, or to gradually change the groove feel of a rhythmic sequence at run time.

    Andere bijdragers
    Project weergeven
  • Python Webkit Renderer

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    • Takes snapshot of webpages using Webkit and Qt4
    • Based on webkit2png, wkr runs a TCP server in the background, replying to URL requests with rendered images

    Andere bijdragers
    Project weergeven
  • Daniel Zilberman Lab's bioinformatics tools

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    The genetic material of virtually all eukaryotes exists as chromatin. The basic unit of chromatin is a nucleosome, an octameric complex of histones H2A, H2B, H3 and H4, around which about 150 base pairs of DNA are wrapped. Chromatin is a complex and highly dynamic environment. Nucleosomes are differentiated by variants of histones H2A and H3 and by many histone post-translational modifications, chromatin-associated proteins and linker histones. Nucleosomes are positioned both by the underlying…

    The genetic material of virtually all eukaryotes exists as chromatin. The basic unit of chromatin is a nucleosome, an octameric complex of histones H2A, H2B, H3 and H4, around which about 150 base pairs of DNA are wrapped. Chromatin is a complex and highly dynamic environment. Nucleosomes are differentiated by variants of histones H2A and H3 and by many histone post-translational modifications, chromatin-associated proteins and linker histones. Nucleosomes are positioned both by the underlying DNA sequence and by remodeling enzymes and histone chaperones that can mobilize, disassemble or replace histone subunits. In most eukaryotes, chromatin is also modified by methylation of cytosine bases in DNA.

    Our goal is to understand how chromatin components interrelate and integrate to regulate transcriptional activity. We combine genetics and biochemistry with genomics and computational analysis to study DNA methylation, deposition of histone variants, chromatin associated proteins and nucleosome remodeling. Our primary model organism is Arabidopsis, which has a compact, gene-rich genome with extensive DNA methylation and numerous viable mutants in key chromatin-related proteins. These features provide an exciting opportunity to analyze chromatin on a genome-wide scale.

    Andere bijdragers
    • Toshiro Nishimura
    Project weergeven
  • System::Wrapper Perl IPC Module

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    This module wraps perl's 'system' call and 'qx' operator in an object-oriented interface. It provides utility methods for accomplishing things that are not very simple in 'system' and 'qx'. This includes in-situ I/O and call success via temporary filenames, 'system' call progress estimation, finding whether the executable and-or interpreter are on the path, validating filenames, cross-platform output operators and argument type specification. This module can be used as a generic wrapper around…

    This module wraps perl's 'system' call and 'qx' operator in an object-oriented interface. It provides utility methods for accomplishing things that are not very simple in 'system' and 'qx'. This includes in-situ I/O and call success via temporary filenames, 'system' call progress estimation, finding whether the executable and-or interpreter are on the path, validating filenames, cross-platform output operators and argument type specification. This module can be used as a generic wrapper around 'system' and 'qx', or as a base class for building interfaces to utilities not available to 'perl' itself.

    Project weergeven
  • App::PortDistances

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    Calculate shortest paths in the world shipping port graph

    Andere bijdragers
    Project weergeven

Onderscheidingen

  • LxMLS 2013 Grant

    Google

    Awarded a Google grant for attending the Lisbon Machine Learning School (LxMLS 2013)

  • R&D Grant

    Fundação para a Ciência e Tecnologia

    Four-year fellowship granted for doctoral work.

Testscores

  • IELTS

    Score: 8.5

Talen

  • Portuguese

    Moedertaal of tweetalig

  • English

    Volledige professionele vaardigheid

Organisaties

  • PAPS

    Member

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    Portuguese-American Postgraduate Society

  • ACM

    Student Member

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    Association for Computing Machinery

  • AES

    Student Member

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    Audio Engineering Society

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