Spectral Classification of Galaxies: An Orthogonal Approach
arXiv:astro-ph/9411044 · doi:10.1086/117587
Abstract
Classification of galaxy spectral energy distributions in terms of orthogonal basis functions provides an objective means of estimating the number of significant spectral components that comprise a particular galaxy type. We apply the Karhunen-Loève transform to derive a spectral eigensystem from a sample of ten galaxy spectral energy distributions. These spectra cover a wavelength range of 1200 Å to 1 m and galaxy morphologies from elliptical to starburst. We find that the distribution of spectral types can be fully described by the first two eigenvectors (or eigenspectra). The derived eigenbasis is affected by the normalization of the original spectral energy distributions. We investigate different normalization and weighting schemes, including weighting to the same bolometric magnitude and weighting by the observed distribution of morphological types. Projecting the spectral energy distributions on to their eigenspectra we find that the coefficients define a simple spectral classification scheme. The galaxy spectral types can then be described in terms of a one parameter family (the angle in the plane of the first two eigenvectors). We find a strong correlation in the mean between our spectral classifications and those determined from published morphological classifications.
arXiv comment24 pages (6 figures), uuencoded gzip compressed Postscript file, submitted to AJ
Cited by in corpus (139)
- K-corrections and filter transformations in the ultraviolet, optical, and near infrared
- Detection and Characterization of Exoplanets and Disks using Projections on Karhunen-Loeve Eigenimages
- A comprehensive classification of galaxies in the SDSS: How to tell true from fake AGN?
- The Asymmetry of Galaxies: Physical Morphology for Nearby and High Redshift Galaxies
- Data Mining and Machine Learning in Astronomy
- Structural and Photometric Classification of Galaxies - I. Calibration Based on a Nearby Galaxy Sample
- Measured Metallicities at the Sites of Nearby Broad-Lined Type Ic Supernovae and Implications for the SN-GRB Connection
- Fitting the integrated Spectral Energy Distributions of Galaxies
- The 2dF Galaxy Redshift Survey: Galaxy luminosity functions per spectral type
- The Galaxy-mass Correlation Function Measured from Weak Lensing in the SDSS
- The 2dF Galaxy Redshift Survey: Spectral Types and Luminosity Functions
- Massive Lossless Data Compression and Multiple Parameter Estimation from Galaxy Spectra
- Spectral Classification of Quasars in the Sloan Digital Sky Survey: Eigenspectra; Redshift and Luminosity Effects
- Active Galactic Nuclei in the Sloan Digital Sky Survey: I. Sample Selection
- Alien Maps of an Ocean-Bearing World
- Estimating photometric redshifts with artificial neural networks
- Distributions of Galaxy Spectral Types in the Sloan Digital Sky Survey
- Bursty stellar populations and obscured AGN in galaxy bulges
- The JHU-SDSS metal absorption line catalog: redshift evolution and properties of Mg II absorbers
- Transit and Eclipse Analyses of Exoplanet HD 149026b Using BLISS Mapping
- Non-linear Stochastic Galaxy Biasing in Cosmological Simulations
- Galaxy Types in the Sloan Digital Sky Survey Using Supervised Artificial Neural Networks
- Star Formation and Metallicity History of the SDSS galaxy survey: unlocking the fossil record
- Spectral Decomposition of Broad-Line AGNs and Host Galaxies
- Principal Component Analysis of the Time- and Position-Dependent Point Spread Function of the Advanced Camera for Surveys
- Spectral Classification and Luminosity Function of Galaxies in the Las Campanas Redshift Survey
- Setting the Stage for Cosmic Chronometers. I. Assessing the Impact of Young Stellar Populations on Hubble Parameter Measurements
- Automatic physical inference with information maximising neural networks
- Red-sequence galaxies with young stars and dust: The cluster Abell 901/902 seen with COMBO-17
- Spectral Templates from Multicolor Redshift Surveys
- Creating Spectral Templates from Multicolor Redshift Surveys
- Photometric Redshifts for Next-Generation Surveys
- Mid-Infrared Galaxy Morphology Along the Hubble Sequence
- Selecting damped Lyman-alpha systems through CaII absorption. I: Dust depletions and reddening at z~1
- Automatic Redshift Determination by use of Principal Component Analysis --- I: Fundamentals
- Robust Machine Learning Applied to Astronomical Datasets III: Probabilistic Photometric Redshifts for Galaxies and Quasars in the SDSS and GALEX
- A Robust Classification of Galaxy Spectra: Dealing with Noisy and Incomplete Data
- Automatic unsupervised classification of all SDSS/DR7 galaxy spectra
- Ensemble Learning Independent Component Analysis of Normal Galaxy Spectra
- The Evolution of Massive YSOs in the LMC: Part I. Identification and Spectral Classification
- A new method for classifying galaxy SEDs from multi-wavelength photometry
- Light curve analysis of Variable stars using Fourier decomposition and Principal component analysis
- Host Galaxies of Gamma-ray Bursts: Spectral Energy Distributions and Internal Extinction
- Recovering Physical Parameters from Galaxy Spectra Using MOPED
- Spectroscopic detection of Type Ia Supernovae in the Sloan Digital Sky Survey
- The Nearby Optical Galaxy Sample: The Local Galaxy Luminosity Function
- Reconstructing Galaxy Spectral Energy Distributions from Broadband Photometry
- UV to radio centimetric spectral energy distributions of optically-selected late-type galaxies in the Virgo cluster
- Supermassive Black Hole Mass Estimates Using Sloan Digital Sky Survey Quasar Spectra at 0.7 < z < 2
- Principal Component Analysis Of Synthetic Galaxy Spectra
- Asymmetries of the Stokes V profiles observed by HINODE SOT/SP in the quiet Sun
- First-Year Spectroscopy for the SDSS-II Supernova Survey
- Photometric Redshift Error Estimators
- Long-term optical spectral monitoring of a changing-look AGN NGC 3516 I: Continuum and broad-line flux variability
- Galaxy spectral parameterisation in the 2dF Galaxy Redshift Survey as a diagnostic of star formation history
- The DEEP2 Galaxy Redshift Survey: Spectral classification of galaxies at z~1
- Reducing the Dimensionality of Data: Locally Linear Embedding of Sloan Galaxy Spectra
- The First Hour of Extra-galactic Data of the Sloan Digital Sky Survey Spectroscopic Commissioning: The Coma Cluster
- The structure of the Mg II broad line emitting region in Type 1 AGNs
- Exploring the Morphology of RAVE Stellar Spectra
- Bivariate Galaxy Luminosity Functions in the Sloan Digital Sky Survey
- Properties of Dark Matter Haloes and their Correlations: the Lesson from Principal Component Analysis
- Objective Classification of Galaxy Spectra using the Information Bottleneck Method
- Cloning Hubble Deep Fields I: A Model-Independent Measurement of Galaxy Evolution
- Cloning Hubble Deep Fields: A Model-Independent Measurement of Galaxy Evolution
- Probing narrow-line Seyfert 1 galaxies in the southern hemisphere
- A Principal Component Analysis approach to the Star Formation History of elliptical galaxies in Compact Groups
- Empirical modeling of the stellar spectrum of galaxies
- Lossless, Scalable Implicit Likelihood Inference for Cosmological Fields
- A Dimensional study of Disk Galaxies
- Photo-z Performance for Precision Cosmology
- Exploiting Low-Dimensional Structure in Astronomical Spectra
- Principal Component Analysis of SDSS Stellar Spectra
- What drives the Balmer extinction sequence in spiral galaxies? Clues from the Sloan Digital Sky Survey
- Spectral modeling of type II supernovae II. A machine learning approach to quantitative spectroscopic analysis
- Multivariate Approaches to Classification in Extragalactic Astronomy
- Intermediate-Age Stellar Populations in Classical QSO Host Galaxies
- Classification of Stellar Spectra with LLE
- A data-driven model for spectra: Finding double redshifts in the Sloan Digital Sky Survey
- A High Resolution Atlas of Composite SDSS Galaxy Spectra
- Two-Component Structure of the Hbeta Broad-Line Region in Quasars. I. Evidence from Spectral Principal Component Analysis
- Qualitative interpretation of galaxy spectra
- The Star Formation History of Galaxies Measured from Individual Pixels. I. The Hubble Deep Field North
- Global Emission Line Trends in Spiral Galaxies: The Reddening and Metallicity Sequences
- Balmer Emission Line Profiles and the Complex Properties of Broad Line Regions in Active Galactic Nuclei
- Reliable Eigenspectra for New Generation Surveys
- The VIMOS Public Extragalactic Redshift Survey (VIPERS): spectral classification through Principal Component Analysis
- Surrogate modelling the Baryonic Universe I: The colour of star formation
- An ultraviolet-selected galaxy redshift survey - III: Multicolour imaging and non-uniform star formation histories
- Exploring the Spectral Space of Low Redshift QSOs
- Optical and Infrared Diagnostics of SDSS galaxies in the SWIRE Survey
- Classification and redshift estimation by principal component analysis
- Prior-Informed AGN-Host Spectral Decomposition Using PyQSOFit
- A data-driven Bayesian approach for finding young stellar populations in early-type galaxies from their UV-optical spectra
- Correlating galaxy morphologies and spectra in the 2dFGRS
- Do galaxies form a spectroscopic sequence?
- A metric space for type Ia supernova spectra
- SDSS-DR12 Bulk Stellar Spectral Classification: Artificial Neural Networks Approach
- Probing Spectroscopic Variability of Galaxies & Narrow-Line Active Galactic Nuclei in the Sloan Digital Sky Survey
- Relationship between Hubble type and spectroscopic class in local galaxies
- A study of the core of the Shapley Concentration: VI. Spectral properties of galaxies
- Principal component analysis of the Spitzer IRS spectra of ultraluminous infrared galaxies
- Spectroscopic Determination of the Low Redshift Type Ia Supernova Rate from the Sloan Digital Sky Survey
- Near-Infrared Structure of Fast and Slow Rotating Disk Galaxies
- Forward Modeling of Spectroscopic Galaxy Surveys: Application to SDSS
- Spectro-Imaging Forward Model of Red and Blue Galaxies
- Carbon Stars in the Satellites and Halo of M31
- A single galaxy population? statistical evidence that the Star-Forming Main Sequence might be the tip of the iceberg
- Effect of Inclination of Galaxies on Photometric Redshift
- Optimal multihump filter for photometric redshifts
- The ensemble optical variability of type-1 AGN in the Sloan Digital Sky Survey Data Release 7
- Interpolating Masked Weak Lensing Signal with Karhunen-Loeve Analysis
- Learning the Fundamental MIR Spectral Components of Galaxies with Non-Negative Matrix Factorisation
- Principal Component Analysis and Radiative Transfer modelling of Spitzer IRS Spectra of Ultra Luminous Infrared Galaxies
- Quantifying correlations between galaxy emission lines and stellar continua
- Objective Identification of Informative Wavelength Regions in Galaxy Spectra
- Single parameter galaxy classification: The Principal Curve through the multi-dimensional space of galaxy properties
- Reliability checks on the Indo-US Stellar Spectral Library using Artificial Neural Networks and Principal Component Analysis
- An accurate new method of calculating absolute magnitudes and K-corrections applied to the Sloan filter set
- Mapping the Similarities of Spectra: Global and Locally-biased Approaches to SDSS Galaxy Data
- The origin of star-forming rings in S0 galaxies
- Correlations between Nebular Emission and the Continuum Spectral Shape in SDSS Galaxies
- The local Universe in the era of large surveys -- II. Multi-wavelength characterisation of activity in nearby S0 galaxies
- The optical vs. mid-infrared spectral properties of 82 Type 1 AGNs: coevolution of AGN and starburst
- The VIMOS Public Extragalactic Redshift Survey (VIPERS): PCA-based automatic cleaning and reconstruction of survey spectra
- Estimating Spectra from Photometry
- Ensemble Variability Properties of Active Galactic Nuclei in the SDSS DR17
- Emission Line Predictions for Mock Galaxy Catalogues: a New Differentiable and Empirical Mapping from DESI
- Simple Stellar Population Modeling of Low S/N Galaxy Spectra and Quasar Host Galaxy Applications
- Spectroscopy from Photometry Using Sparsity. The SDSS Case Study
- Data-Space Validation of High-Dimensional Models by Comparing Sample Quantiles
- Stellar Karaoke: deep blind separation of terrestrial atmospheric effects out of stellar spectra by velocity whitening
- How the spectral energy distribution and galaxy morphology constrain each other, with application to morphological selection using galaxy colours
- Objective Subclass Determination of Sloan Digital Sky Survey Unknown Spectral Objects
- Empirically-Driven Multiwavelength K-corrections At Low Redshift
- The VIMOS Public Extragalactic Redshift Survey (VIPERS). The complexity of galaxy populations at 0.4< z<1.3 revealed with unsupervised machine-learning algorithms
- The Emerging Scholarly Brain
- Separating Physical Components from Galaxy Spectra by Subspace Methods
- Testing a New Star Formation History Model from Principal Component Analysis to Facilitate Spectral Synthesis Modeling