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This problem was introduced by Hochbaum and Landy (Oper Res Lett 16(2):79\u201386, 1994); as a wide generalization of <jats:sc>Knapsack<\/jats:sc>, it is <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$\\textsf{NP}$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mi>NP<\/mml:mi>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula>-hard. In this work, we provide a multivariate complexity analysis of the <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$1\\vert \\text {s-batch}(\\infty ), r_j\\vert \\sum w_jU_j$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mrow>\n                      <mml:mn>1<\/mml:mn>\n                      <mml:mo>|<\/mml:mo>\n                      <mml:mtext>s-batch<\/mml:mtext>\n                      <mml:mrow>\n                        <mml:mo>(<\/mml:mo>\n                        <mml:mi>\u221e<\/mml:mi>\n                        <mml:mo>)<\/mml:mo>\n                      <\/mml:mrow>\n                      <mml:mo>,<\/mml:mo>\n                    <\/mml:mrow>\n                    <mml:msub>\n                      <mml:mi>r<\/mml:mi>\n                      <mml:mi>j<\/mml:mi>\n                    <\/mml:msub>\n                    <mml:mrow>\n                      <mml:mo>|<\/mml:mo>\n                      <mml:mo>\u2211<\/mml:mo>\n                    <\/mml:mrow>\n                    <mml:msub>\n                      <mml:mi>w<\/mml:mi>\n                      <mml:mi>j<\/mml:mi>\n                    <\/mml:msub>\n                    <mml:msub>\n                      <mml:mi>U<\/mml:mi>\n                      <mml:mi>j<\/mml:mi>\n                    <\/mml:msub>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> problem with respect to several natural parameters. That is, we establish a classification into fixed-parameter tractable and <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$\\textsf{W}[1]$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mi>W<\/mml:mi>\n                    <mml:mo>[<\/mml:mo>\n                    <mml:mn>1<\/mml:mn>\n                    <mml:mo>]<\/mml:mo>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula>-hard problems, for parameter combinations of (i) <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$\\#p$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mo>#<\/mml:mo>\n                    <mml:mi>p<\/mml:mi>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> = number of distinct processing times, (ii) <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$\\#w$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mo>#<\/mml:mo>\n                    <mml:mi>w<\/mml:mi>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> = number of distinct weights, (iii) <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$\\#d$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mo>#<\/mml:mo>\n                    <mml:mi>d<\/mml:mi>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> = number of distinct due dates, (iv) <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$\\#r$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mo>#<\/mml:mo>\n                    <mml:mi>r<\/mml:mi>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> = number of distinct release dates. Thereby, we significantly extend the work of Hermelin et al. (Ann Oper Res 298:271\u2013287, 2018) who analyzed the parameterized complexity of the non-batch variant of this problem without release dates. As one of our key results, we prove that <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$1\\vert \\text {s-batch}(\\infty ), r_j\\vert \\sum w_jU_j$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mrow>\n                      <mml:mn>1<\/mml:mn>\n                      <mml:mo>|<\/mml:mo>\n                      <mml:mtext>s-batch<\/mml:mtext>\n                      <mml:mrow>\n                        <mml:mo>(<\/mml:mo>\n                        <mml:mi>\u221e<\/mml:mi>\n                        <mml:mo>)<\/mml:mo>\n                      <\/mml:mrow>\n                      <mml:mo>,<\/mml:mo>\n                    <\/mml:mrow>\n                    <mml:msub>\n                      <mml:mi>r<\/mml:mi>\n                      <mml:mi>j<\/mml:mi>\n                    <\/mml:msub>\n                    <mml:mrow>\n                      <mml:mo>|<\/mml:mo>\n                      <mml:mo>\u2211<\/mml:mo>\n                    <\/mml:mrow>\n                    <mml:msub>\n                      <mml:mi>w<\/mml:mi>\n                      <mml:mi>j<\/mml:mi>\n                    <\/mml:msub>\n                    <mml:msub>\n                      <mml:mi>U<\/mml:mi>\n                      <mml:mi>j<\/mml:mi>\n                    <\/mml:msub>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> is <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$\\textsf{W}[1]$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mi>W<\/mml:mi>\n                    <mml:mo>[<\/mml:mo>\n                    <mml:mn>1<\/mml:mn>\n                    <mml:mo>]<\/mml:mo>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula>-hard parameterized by the number of distinct processing times and distinct due dates. To the best of our knowledge, these are the first parameterized intractability results for scheduling problems with few distinct processing times. Further, we show that <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$1\\vert \\text {s-batch}(\\infty ), r_j\\vert \\sum w_jU_j$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mrow>\n                      <mml:mn>1<\/mml:mn>\n                      <mml:mo>|<\/mml:mo>\n                      <mml:mtext>s-batch<\/mml:mtext>\n                      <mml:mrow>\n                        <mml:mo>(<\/mml:mo>\n                        <mml:mi>\u221e<\/mml:mi>\n                        <mml:mo>)<\/mml:mo>\n                      <\/mml:mrow>\n                      <mml:mo>,<\/mml:mo>\n                    <\/mml:mrow>\n                    <mml:msub>\n                      <mml:mi>r<\/mml:mi>\n                      <mml:mi>j<\/mml:mi>\n                    <\/mml:msub>\n                    <mml:mrow>\n                      <mml:mo>|<\/mml:mo>\n                      <mml:mo>\u2211<\/mml:mo>\n                    <\/mml:mrow>\n                    <mml:msub>\n                      <mml:mi>w<\/mml:mi>\n                      <mml:mi>j<\/mml:mi>\n                    <\/mml:msub>\n                    <mml:msub>\n                      <mml:mi>U<\/mml:mi>\n                      <mml:mi>j<\/mml:mi>\n                    <\/mml:msub>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> is fixed-parameter tractable parameterized by <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$\\#d + \\#p + \\#r$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mo>#<\/mml:mo>\n                    <mml:mi>d<\/mml:mi>\n                    <mml:mo>+<\/mml:mo>\n                    <mml:mo>#<\/mml:mo>\n                    <mml:mi>p<\/mml:mi>\n                    <mml:mo>+<\/mml:mo>\n                    <mml:mo>#<\/mml:mo>\n                    <mml:mi>r<\/mml:mi>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula>, and parameterized by <jats:inline-formula>\n              <jats:alternatives>\n                <jats:tex-math>$$\\#d + \\#w$$<\/jats:tex-math>\n                <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                  <mml:mrow>\n                    <mml:mo>#<\/mml:mo>\n                    <mml:mi>d<\/mml:mi>\n                    <mml:mo>+<\/mml:mo>\n                    <mml:mo>#<\/mml:mo>\n                    <mml:mi>w<\/mml:mi>\n                  <\/mml:mrow>\n                <\/mml:math>\n              <\/jats:alternatives>\n            <\/jats:inline-formula> if there is just a single release date. 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